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Allen School’s TVM deep-learning compiler framework transitions to Apache

The team behind the Allen School’s TVM framework, an end-to-end compiler stack which enables the rapid deployment of deep learning on a variety of platforms and devices, is marking a new milestone in the project’s development with its transition to the non-profit Apache Software Foundation.

The Apache open-source developer community focuses on incubating open-source software projects for the public good. By adding TVM to its incubator portfolio, Apache will ensure that the already popular framework will continue to evolve and expand to meet the needs of developers and hardware manufacturers.

“We are thrilled that TVM is entering an exciting new phase as an Apache incubator project,” said Allen School professor Luis Ceze. “Apache’s robust community of developers and proven track record of nurturing open-source innovation are the perfect environment in which to take TVM to the next level and expand its impact.”

TVM started out as a research project in the Allen School’s SAMPL group, an interdisciplinary team of researchers with expertise spanning machine learning, computer architecture, systems, programming languages, and software engineering. In addition to Ceze, members of the TVM research team include Allen School Ph.D. students Tianqi Chen, Meghan Cowan, Ziheng Jiang, Steven Lyubomirsky, Thierry Moreau, Jared Roesch, Haichen Shen, Luis Vega, and Eddie Yan; and professors Carlos Guestrin, Arvind Krishnamurthy and Zachary Tatlock. Together, they built a full-stack compiler that bridges the gap between deep-learning systems optimized for productivity, and the various programming, performance and efficiency constraints of the latest hardware. They followed up on the initial release of TVM with the Versatile Tensor Accelerator (VTA), an extension to TVM that enabled machine learning researchers and practitioners to explore hardware-software co-design techniques, and Relay IR, a high-level intermediate representation to effectively enable front-end workloads to be compiled and optimized. The SAMPL group organized the first developer conference last December which attracted 180 attendees from all around the world.

The TVM ecosystem quickly caught on within the developer community, which enjoyed the ability to quickly and easily deploy deep learning applications on a wide range of systems — from specialized chips and mobile phones, to wearables and embedded devices — without sacrificing battery power or speed. As an open-source project from the start, TVM has benefited from the input of nearly 200 individuals and organizations, including the likes of Amazon Web Services (AWS), Qualcomm, Facebook, Google, Huawei, AMD, Microsoft, Xilinx, Cornell University, University of California, Berkeley, and more. Several major technology companies have incorporated TVM’s functionality into the products and services they provide to end users.

“The values of the original TVM community and the Apache community are very much aligned,” noted Chen. “Both have demonstrated a commitment to advancing technological innovation within the context of an open, welcoming, and neutral policy towards technology development. It has been gratifying to work with the TVM community, and we look forward to continuing on the same path under the Apache umbrella.”

“The Apache incubation is a huge milestone for TVM,” said Moreau. “Developers will be able to benefit from, and contribute to the complete TVM stack: from the flexible high-level IR down to the design of VTA’s custom hardware architecture. This is truly a first in full-stack deep learning system optimization, and it’s going to open the path to exciting research.”

“Apache incubation will allow us to better collaborate with both researchers and industry,” said Roesch. “The TVM stack has continued to open new paths for collaboration, and enabled mutual technology transfer between companies and researchers. Industry quality software can help accelerate research, and research can open new product avenues for companies in a virtuous cycle. We can all benefit from sharing technology in an open stack equally accessible to all contributors.”

“TVM is right for the Apache Software Foundation, and the Apache Software Foundation is right for TVM: One thing the ASF excels at is enabling collaboration across organizations, and encouraging collaboration even among competitors. With contributions from such a wide range of organizations, TVM clearly fits that profile. I am honored to help the project thrive in the ASF,” said Markus Weimer, the ASF member who championed the incubation of TVM at the ASF.

Read the TVM announcement here, and visit the new Apache TVM incubator page here. Learn more about the Apache ecosystem here.

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Venkatesh Potluri recognized with 2019 Google Lime Scholarship

Venkatesh Potluri poses in a blue and red polo shirt against a railing overlooking a sandy beach and water, with a sailboat in the background

Allen School Ph.D. student Venkatesh Potluri has earned a 2019 Google Lime Scholarship, which recognizes and supports students with disabilities who demonstrate the qualities of leadership, commitment to academic excellence, and passion for computer science and technology. Potluri, who is blind, is in his first year at the Allen School working on human-computer interaction (HCI) and accessibility research as a member of both the Makeability Lab and Make4All Group.

While most fledgling Ph.D. students ease into research in their first year, Potluri has initiated two research projects in his short time at the University of Washington. For the first, Potluri is collaborating with his advisors, Allen School professors Jon Froehlich and Jennifer Mankoff, to develop new techniques for enabling blind programmers to develop and test user interfaces (UIs). Through a combination of semi-structured interviews and online surveys of individuals with visual impairments, the team aims to gain a better understanding of how individuals with visual impairments engage with the spatial aspects of UIs — such as the size, shape, and location of interactive elements — and how they customize the look and feel of their social media pages. They plan to use this input to develop novel programming tools that can be used by both novice and professional programmers alike to create, evaluate, and refine interactive UIs. The project is a natural extension of Potluri’s previous work on CodeTalk, an open-source plug-in that improves the accessibility of integrated development environments (IDEs) such as Microsoft VIsual Studio. That work, which Potluri completed as a research fellow at Microsoft Research Bangalore, improved the glanceability, navigability, and alertability of code through a combination of UI enhancements and both speech and non-speech cues for developers with visual impairments.

In addition to his work on accessible UI design, Potluri is simultaneously leading a project to rethink the multi-touch laptop trackpad as an accessibility device. This effort will build upon previous work by Mankoff and researchers at Carnegie Mellon University on Spatial Region Interaction Techniques (SPRITEs), which repurposed the keyboard to enable people with vision impairments to access interactive website content. Working with three other graduate students as part of a graduate-level HCI course, Potluri aims to extend that concept by identifying challenges for visually-impaired users that could be overcome through use of the trackpad and developing new trackpad interaction techniques.

“Venkatesh’s commitment is to raising the ceiling for the sophistication and range of tasks that Blind computer users and programmers can accomplish. Both of his projects have the potential to make important contributions toward this goal” said Mankoff.

In addition to his technical projects, Potluri is collaborating with two fellow students with disabilities to generate an auto-ethnographic account of their experiences as Ph.D. students in Computer Science & Engineering with disabilities. The hope is that by sharing their unique insights and challenges, they can inspire others with disabilities to pursue advanced degrees in STEM fields. Potluri has a history of taking up the cause of technologists with disabilities with positive results. As a co-founder of Inclusive STEM (I-STEM) in his native India, he and his fellow technologists who are blind or visually impaired are helping to make STEM education more accessible. I-STEM’s initiatives include a virtual training program that teaches students with disabilities how to code; inclusive hackathons that engage developers, industry professionals, and students with visual impairments to collaborate on projects; and a series of webinars introducing students to accessibility research in India and beyond. Potluri remains active with the organization, which has succeeding in creating a community and support system for aspiring technologists with disabilities — exactly the kind of leadership and commitment that the Google Lime Scholarship is designed to promote.

“For a first-year Ph.D. student, Venkatesh has set himself ambitious goals. But with his combination of technical acumen and can-do attitude, I am confident that he will achieve them,” said Froehlich. “He is already an accomplished developer, researcher, and social entrepreneur, and I foresee that he will have an even greater impact on the world through his ideas, his technical innovations, and his mentorship of other students and technologists.”

The Google Lime Scholarship is administered through a partnership with Lime Connect, a global non-profit organization that connects students, veterans, and professionals with disabilities with educational and career opportunities. Learn more about the Google Lime Scholarship Program here.

Congratulations, Venkatesh!

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Richard Ladner earns Best Paper Award at SIGCSE 2019 for efforts to improve accessibility of computer science curriculum

Left to right: Adreas Stefik, Richard Ladner, Sean Mealin, Simba the dog
Left to right: co-authors Andreas Stefik, Richard Ladner, and Sean Mealin pose with Simba the dog at SIGCSE 2019 (not pictured: William Allee).

Allen School professor Richard Ladner, a leading advocate for making computer science education accessible to all, and a team of collaborators earned a Best Paper Award for their work on “Computer Science Principles for Teachers of Blind and Visually Impaired Students” at the recent SIGCSE 2019, the flagship conference of the Association for Computing Machinery’s Special Interest Group in Computer Science Education.

Computer Science Principles (CSP) is a new Advanced Placement (AP) course developed by the College Board, in collaboration with computer science educators, to enable high school students to learn about computational concepts and practices while earning optional college credit or placement. In contrast to prior AP computer science courses, CSP was designed to appeal to the broadest possible spectrum of students with the goal of increasing participation in computing, particularly among groups that are underrepresented in the field. While demographic data on recent CSP exam-takers indicates that forward progress has been made in engaging more students from multiple underrepresented groups, one population was missing from the dataset: students with disabilities.

In their award-winning paper, Ladner and his co-authors — professor Andreas Stefik and software engineering student William Allee of the University of Nevada, Las Vegas, and Sean Mealin, a Ph.D. student at North Carolina State University — partnered with Code.org to perform a comprehensive review of its CSP curriculum and tools to determine how much of the content meets accessibility standards and, in the case of online content, could be used with screen readers and other technologies by students who are visually impaired. The team discovered that most of the online content — in particular, creative, interactive tools such as App Lab programming tool that rely on blocks-based rather than text-based code — are not screen-reader accessible and do not adhere to accepted web accessibility standards. They found the problem extended offline, where the so-called unplugged activities that supplement the online content heavily relied on visual metaphors and artifacts to convey concepts. In one example cited by the researchers, the “Flippy Do” template that teaches students binary numbers requires students to cut and fold a piece of paper along printed lines, then fill in blank spaces — an activity that is not accessible to students with visual impairments or certain other physical disabilities.

At Code.org’s invitation, Ladner and his collaborators spent more than a year modifying the CSP curriculum, with a particular focus on developing accessible alternatives to the visually-based unplugged activities. They also partnered with external experts to develop accessible interactive tools to replace those that were inaccessible in the original online curriculum, using the Quorum web-based programming environment that has accessibility as a primary design goal, and made the source code available to teachers and students to customize the tools to better meet their needs.

To understand how the original curriculum and proposed modifications would work in the wild, the team organized a professional development workshop with teachers having varied experience in developing or adapting computer science curriculum for students who are blind or visually impaired. The teachers were drawn from different settings, including residential schools and public school districts, to gain diverse perspectives on how the CSP curriculum is used and understand the challenges educators face in adapting content for their students. During the workshop, which took place over the course of a week, the research team gathered feedback from participants on Code.org’s online CSP curriculum and tools, the College Board’s procedures with regard to students who are blind, and its proposed modifications for making other implementations of CSP more accessible. Recommendations included encouraging teachers to make modifications themselves using an array of accessibility tools, and to share those modifications with others, and urging AP CSP curriculum providers to arrange for a complete evaluation of their content to be performed by a qualified accessibility professional and make necessary modifications to better serve the needs of teachers and students. Participants also emphasized the need for the College Board, which oversees the AP CSP exam, to clarify its procedures governing practice examples, which tend to be purely visual in nature, and the accommodations permitted during the exam, and to alter the use of Braille math on the exam to account for the existence of two, competing standards.

“If we are to embrace equity and computer science for all, we have to really mean it. Accessibility should be the default, not an afterthought,” said Ladner. “I give Code.org a lot of credit for opening up their curriculum to scrutiny and for working with us to identify strategies for making it truly accessible to all. Our hope is that this effort will serve as a blueprint for other curriculum providers to improve the accessibility of their content and increase educational opportunities for a population that is often overlooked in online curriculum development.”

The SIGCSE conference attracts more than 1,500 educators, researchers and practitioners interested in improving computer science education at the K-12 and postsecondary levels. Read the team’s research paper here, and learn about Code.org’s new accessible CSP curriculum here. Last December, Code.org recognized Ladner, Stefik and their collaborators at AccessCSforAll as part of its Champions for Computer Science Awards for their leadership in making CS education accessible to all students.

Way to go, Richard, Andreas, William and Sean!

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Minjoon Seo recognized with 2019 Facebook Fellowship

Minjoon Seo

Allen School Ph.D. student Minjoon Seo has earned a 2019 Facebook Fellowship for his research in artificial intelligence and natural language processing. Seo develops systems for end-to-end question answering, reasoning-based question answering, and scalable deep-learning architectures in collaboration with Hanna Hajishirzi and Ali Farhadi, professors at the Allen School and researchers at the Allen Institute for Artificial Intelligence (AI2).

“Minjoon is a rising star in NLP and has made substantial contributions to the field of question answering, one of the most important areas in AI and natural language processing,” said Hajishirzi. “He tends to work on high-impact projects and has already earned more than 600 citations for his research.”

One of those high-impact projects is BiDAF — short for Bi-Directional Attention Flow for Machine Comprehension — which Seo worked on as a research intern at AI2 and is now widely used in academia and industry. With BiDAF, Seo and his collaborators have built a large-scale, end-to-end, deep neural question answering system that is capable of answering questions about both textual paragraphs and diagrams. The system is modular, enabling researchers and practitioners to extend it to multiple modalities and knowledge bases. Seo’s work has proven so popular, BiDAF ranked first on the leaderboard for three important new reading-comprehension datasets shortly after its release and is actively being used in many question answering systems in academia and industry.

Seo was lead author on the groundbreaking GeoS question answering system, the first end-to-end system for solving high school-level plane geometry problems developed by AI2 and Allen School researchers. GeoS demonstrated the ability to jointly understand textual and visual cues to answer SAT geometry questions as well as the average 11th-grade test-taker.

When GeoS was publicly announced, Farhadi noted in a press release that the biggest challenge for the team was to convert the SAT question into language a computer could understand. “One needs to go beyond standard pattern-matching approaches for problems like solving geometry questions that require in-depth understanding of text, diagram and reasoning,” he explained. Among Seo’s contributions to that effort was a new system for using visual cues in diagrams to improve understanding of the accompanying text. His work incorporated novel computer vision techniques for parsing diagrams and natural language processing algorithms for accurately parsing text, as well as a new algebraic solver that can solve the question based on a combination of textual and visual cues.

More recently, Seo has turned his attention to the design of algorithms for open-domain, scalable question-answering systems. For example, developed a tool called Skim-RNN that improves the scalability of recurrent neural networks using a technique inspired by the human approach to speed reading. Seo also worked on a new approach to question-answering during an internship with Google AI that requires a standalone representation of the question and the context. His method — known as Phrase-Indexed Question Answering, or PIQA — has the potential to significantly improve the scalability of question answering in addition to enabling more efficient retrieval.

Seo is among just 21 researchers recognized in Facebook’s 2019 Fellowship competition. The prestigious Facebook Fellowship Program recognizes and supports promising doctoral students at universities around the world who are engaged in innovative research spanning 15 areas of Computer Science and Computer Engineering. Past Allen School recipients include James Bornholt and Eunsol Choi (2018), Aditya Vashistha (2016), and Lydia Chilton and Nicola Dell (2013).

Learn more about the 2019 Facebook Fellows here.

Congratulations, Minjoon!

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Allen School undergraduates recognized for excellence in research

Computing Research Association logo

Each year, the Computing Research Association (CRA) recognizes rising young research talent at colleges and universities across North America through its Outstanding Undergraduate Researcher Awards. As part of its 2019 competition, the CRA honored four Allen School undergraduates — Nelson Liu, Kimberly Ruth, Pathirat Kosakanchit, and Rowan Phipps — for their contributions in natural language processing, security and privacy, and technology for development and for demonstrating the potential to have an even greater impact in their future careers.

Nelson Liu head shot
Nelson Liu

Nelson Liu is one of two Allen School students who were named finalists in this year’s CRA awards. Liu is a senior majoring in Computer Science and Linguistics whose research focuses on machine learning and natural language processing (NLP). Working under the guidance of Allen School professor Noah Smith, Liu has explored the linguistic capabilities and limitations of recurrent neural networks (RNNs), which form the backbone of state-of-the-art NLP systems. His work breaks into the “black box” of neural network NLP models to advance our understanding of their inner workings and abilities, a step toward his broader goals of improving the generalizability and interpretability of such models.

For one project, Liu and his collaborators at the Allen Institute for Artificial Intelligence (AI2) and University of Colorado Boulder found that long short-term memory recurrent neural networks (LSTMs) trained on natural language data outperform those trained on non-language sequential data in solving memorization tasks, demonstrating that recurrent neural networks exploit the linguistic attributes of data even while performing inherently non-linguistic tasks. The results earned Liu and his team a Best Paper award at the Association for Computational Linguistics’ 2018 Workshop on Representation Learning for NLP (RepL4NLP 2018). Liu’s recent work has also examined the linguistic knowledge implicitly encoded within contextualized word vectors by assessing their ability to predict a broad range of linguistic features of input text, and investigated the ability of NLP models to adapt to adversarial datasets in order to gauge their effectiveness in evaluating model generalization. Papers about both of these projects were recently accepted for presentation at the upcoming annual conference of the North American chapter of the ACL (NAACL 2019).

Liu previously earned a prestigious Goldwater Scholarship, which recognizes undergraduates who intend to pursue a research career in the natural sciences, mathematics, or engineering, and Washington Research Foundation Fellowships in 2017-18 and 2018-19 as part of a program supporting undergraduates who engage in sophisticated research projects that involve creativity and advanced subject knowledge.

Kimberly Ruth head shot
Kimberly Ruth

Kimberly Ruth was named a finalist in the 2019 CRA competition based on her work aimed at improving the security and privacy of augmented reality applications. Ruth, a senior in the Interdisciplinary Honors Program pursuing a double-major in Computer Engineering and Mathematics, has been working with Allen School professors Tadayoshi Kohno and Franziska Roesner in the Security and Privacy Research Laboratory since her freshman year.

Ruth’s first foray into AR security focused on addressing the safety and security risks of unregulated application output, such as content that interferes with their ability to view important real-world information or distracts users from critical tasks such as driving. The research team developed, prototyped and evaluated Arya, an AR platform that enables developers to specify security policies that will prevent malicious or buggy output. Working with Arya collaborator Kiron Lebeck, a Ph.D. student in the Allen School, Ruth then turned her attention to multi-user scenarios such as AR-enabled collaborative tools and multi-player games. The team designed and conducted a user study to better understand the the privacy and security challenges of these increasingly popular applications using the Microsoft HoloLens platform. Based on her experience with both projects, Ruth became interested in how technical design solutions can be used to help developers build multi-user AR apps that protect against user-level threats. To that end, she developed a set of design principles and prototype for a multi-user AR module that would enable users to control access to sensitive information, filter inappropriate content, and engage in both co-located and remote content sharing.

Ruth was previously recognized with a 2018 Goldwater Scholarship, a Mary Gates Research Scholarship, and Washington Research Foundation Fellowships in 2017-18 and 2018-19. Last year, she was named a member of the Husky 100, which celebrates the contributions of University of Washington students who are making the most of their Husky experience. Ruth was also selected as a finalist in the CRA’s 2018 Outstanding Undergraduate Researcher competition.

Pat Kosakanchit head shot
Pat Kosakanchit

Pathirat “Pat” Kosakanchit, a junior majoring in Computer Engineering, earned an honorable mention from CRA for her research as a member of the Allen School’s Information and Communication Technology for Development (ICTD) Lab. Spurred by the internet’s ability to advance social, educational, and economic opportunity, Kosakanchit has spent the past year working on the Community LTE (CoLTE) project under the guidance of professor Kurtis Heimerl and postdoc Spencer Sevilla.

CoLTE is an open-source LTE software package that enables rural communities lacking retail internet access to establish and maintain their own network. Kosakanchit’s technical contributions to the project include testing and debugging the network stack, and building a Node.js application that enables users to check their data usage, top up their account, and transfer credit to fellow users. In recognition of the unique challenges of remote communities in a network outage, she also built an offline, locally-hosted version of OpenStreetMap (OSM) that provides residents with access to basic mapping services when they are unable to access the internet. To implement the offline version, Kosakanchit had to overcome several configuration issues relating to virtual machine and database setup. She also designed and implemented a set of map markers signaling fire, water, food, and medicine that users could pin to the offline version of OSM during emergencies. The team has launched a pilot CoLTE network in two locations: the small Indonesian village of Bokondini and the town of Santa Inés in Oaxaca, Mexico. Additional networks are planned to be deployed in Washington state, Argentina, and potentially in Kosakanchit’s native Thailand.

Kosakanchit has applied her mapping skills outside of the ICTD Lab as a member of WOOF3D, the UW’s 3D-printing club, where she contributed to the development of a simplified process for 3D printing topological maps. Kosakanchit also serves as a mentor for the International Student Mentorship Program, which helps international students adjust to life in the United States, and is an active member of the Thai Student Association at UW.

Rowan Phipps and Justin Inouye holding a trophy
Rowan Phipps (left) with teammate Justin Inouye holding the PRCCDC trophy

Rowan Phipps, a senior majoring in Computer Science who also works with Heimerl in the ICTD Lab, received an honorable mention for his work on mobile security as part of the Digital Financial Services Research Group, a collaboration between members of the ICTD Lab and Security and Privacy Research Lab. Phipps’ research focuses on the security implications of devices and services used for mobile banking in communities where people lack access to traditional financial services.

Phipps and his colleagues were particularly interested in the growing use of ThinSIMs, which are small, programmable add-ons to a mobile SIM card that make it easier to deploy additional applications. Many mobile banking services are Slim Toolkit (STK) applications, which run directly on a SIM card. STK apps adhere to the GSM standard and are compatible with every mobile phone, but they require installation by the SIM card manufacturer. New market entrants can use ThinSIMS to get around this hurdle and provide alternatives to the services offered by incumbent providers. The disadvantage to ThinSIMs, as Phipps and his colleagues discovered, is that they can be used to intercept and initiate communications over the SIM interface without the user’s knowledge or consent, redirecting their credentials, their calls — and potentially their money — to an attacker. The team discovered a similar vulnerability with another popular protocol for delivering mobile money services, known as unstructured supplementary service data or USSD, when paired with a ThinSIM. In a paper that appeared at the Association for Computing Machinery’s 1st annual Conference on Computing & Sustainable Societies (COMPASS 2018), the team revealed the vulnerabilities associated with ThinSIMs using attacks Phipps designed to exploit mPesa, a popular STK-based app, as well as a USSD-based service he created for the experiment. Phipps and his collaborators also recommended modifications to existing apps and the GSM standard to protect users against such attacks.

Phipps was a member of the UW student team that captured first place in last year’s Pacific Rim Collegiate Cyber Defense Competition. He previously completed a technical internship at Qumulo and, before that, spent a summer as a teaching assistant for Girls Who Code.

Learn more about the CRA Outstanding Undergraduate Researcher Awards here.

Congratulations to Nelson, Kimberly, Pat, and Rowan!

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Alvin Cheung and Shayan Oveis Gharan named 2019 Sloan Research Fellows

Allen School professors Alvin Cheung and Shayan Oveis Gharan were named 2019 Sloan Research Fellows in Computer Science by the Alfred P. Sloan Foundation. The prestigious Sloan Research Fellowship Program recognizes early-career scientists and engineers who have already distinguished themselves through their research and exhibit the potential to make substantial contributions in their respective fields.

Alvin Cheung engages in cross-disciplinary research as a member of the Allen School’s Database and Programming Languages & Software Engineering groups. In his young career, Cheung has produced multiple, paradigm-shifting solutions spanning data management, data analysis, and end-user programming.

“From booking plane tickets to browsing social networking websites, we interact with large amounts of data everyday,” noted Cheung. “My group works on new techniques to help users process and manage data easily, with the goal to simplify software developers’ efforts to build databases and applications without compromising on performance, and enable the rapid development of database applications that provide efficient and reliable data access to all.”

One of Cheung’s key early-career contributions has been his pioneering work on verified lifting, a technique for automatically translating applications written in Java to domain-specific languages such as SQL, Spark, and Hadoop to optimize performance and reduce errors. For example, by consolidating application logic into compact SQL queries in which the SQL engine could identify optimization opportunities, Cheung’s approach increased the speed of applications up to 1,000 fold. The technique also has the effect of “future-proofing” applications driven by big-data systems that are subject to frequent updates.

For another project, Cheung and his collaborators developed methods in theorem proving and model checking to produce Cosette, an automated prover for checking complex SQL queries that can identify bugs contained in hundreds of manually written rules within seconds. Cheung has also contributed to dramatic leaps in end-user programming; for example, he helped develop Scythe to synthesize SQL queries based on input-output examples posted on Stack Overflow by users seeking expert help with writing SQL queries. Their algorithm can answer around 70% of the most SQL-related questions on the platform faster than the human experts can, making it the best SQL synthesizer ever developed.

“Alvin stands out for his interdisciplinary approach and keen intuition regarding how systems are likely to perform, which has enabled him to crack problems that appear impossible to solve,” said Allen School Director Hank Levy. “His breakthrough work on verified lifting and other projects will have a tremendous impact on the functions that future systems will be able to deliver.”

Shayan Oveis Gharan is a member of the Allen School’s Theory of Computation group who focuses on the design and analysis of efficient algorithms for solving fundamental NP-hard counting and optimization problems at the heart of the theory and practice of computing. These problems have implications for a wide range of fields, from logistics and marketing, to planning and policy-making, that cry out for new and better computational tools for managing and exploiting the vast quantities of data available.

“I encode a discrete phenomenon in a complex multivariate polynomial, and I understand it via the interplay of the coefficients, zeros, and function values of this polynomial,” explained Oveis Gharan. “Although these polynomials are so large that they cannot be stored in all computers in the world combined, I use their analytical properties to design efficient optimization algorithms for the underlying discrete phenomenon.”

Among Oveis Gharan’s most notable contributions to date are his works on the Traveling Salesman Problem (TSP) and its asymmetric variant — one of the most studied problems in optimization — and his very recent work on counting problems related to matroids. Oveis Gharan and his collaborators studied TSP using analytical techniques, proposing a new class of algorithms for variants of TSP and introducing novel analysis of classical algorithms for this problem dating back 50 years. The team’s efforts produced the first improvement on existing approximation algorithms which broke barriers that had withstood for three decades despite substantial previous attempts within the theoretical computer science community.

Oveis Gharan’s most recent work on counting bases of matroids has profound applications in many areas, such as network reliability. To illustrate, he cited the road network of Seattle, which became heavily blocked due to a recent snowstorm. If each street x in the city will be blocked with probability px, what is the probability that the whole city will be disconnected — that there is no available route from home to work for some residents — and how should the city position its snow plows to minimize the probability of such an event? Oveis Gharan and his group devised efficient algorithms to answer such questions.

“Shayan’s contributions in combinatorial optimization, such as his work on the Traveling Salesman Problem, have had a profound impact on the theoretical computer science community,” observed Levy. “His creative and driven approach has enabled him to break through long-standing barriers and expand our understanding of fundamental theoretical problems that underpin our field.”

Joining Cheung and Oveis Gharan in the class of 2019 Fellows is professor Kelley Harris of the UW Department of Genome Sciences, who was recognized in the computational and Evolutionary Molecular Biology category for her research into the evolutionary history of humans and other species based on large datasets of genetic variation. Each year, the Sloan Foundation selects a total of 126 Fellows from higher education institutions across North America who are making contributions in Chemistry, Computational and Evolutionary Molecular Biology, Computer Science, Economics, Mathematics, Neuroscience, Ocean Sciences, Physics, or a related field.

“Sloan Research Fellows are the best young scientists working today,” said Adam F. Falk, president of the Alfred P. Sloan Foundation, in a press release. “Sloan Fellows stand out for their creativity, for their hard work, for the importance of the issues they tackle, and the energy and innovation with which they tackle them. To be a Sloan Fellow is to be in the vanguard of 21st century science.”

Recent Sloan Fellowship recipients at the Allen School include Maya Cakmak, who was recognized last year for her work in robotics; Ali Farhadi and Jon Froehlich, who were included among the class of 2017 Fellows for their work in artificial intelligence and human-computer interaction, respectively; and Emina Torlak for her contributions to computer-aided verification and synthesis. A total of 35 current or former Allen School faculty members have been recognized through the fellowship program.

Read the Sloan Foundation announcement here, the complete list of 2019 Fellows here, and a related UW News story here.

Congratulations to Alvin, Shayan, and Kelley!

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Allen School celebrates dedication of the new Bill & Melinda Gates Center for Computer Science & Engineering

Looking up at the building facade and entrance sign of the Bill & Melinda Gates Center for Computer Science & Engineering against a deep blue sky.
Photo credit: Mark Stone/University of Washington

Yesterday, nearly 300 friends of the Paul G. Allen School gathered to celebrate the dedication of the new Bill & Melinda Gates Center for Computer Science & Engineering on the UW Seattle campus. UW and Allen School leadership were joined onstage by special guests Bill Gates, Washington Governor Jay Inslee, and Microsoft President & Chief Legal Officer Brad Smith in thanking the more than 500 individual donors, local technology companies, and state taxpayers for their support of the project.

The day marked not only the opening of a new building, but also the prospect of a new era of computer science education and impact. “The Gates Center isn’t just a building, it’s a statement about our vision of the future,” said Allen School Director Hank Levy. “We have created a world-class computer science program here, in part because of our focus on technology that helps to solve the world’s biggest challenges. This building enables us to grow those efforts and tackle even bigger challenges.”

One of the ways in which the new building will enable the school to grow its impact is by providing the physical capacity to serve more students. “It’s first and foremost a vehicle for increasing opportunity for Washington’s students,” said UW President Ana Mari Cauce. “Because that’s what we do here, in this outstanding building and all across our campuses. It’s what drives the talented faculty who teach our students and advance discovery. It’s why so many students are eager to come here to learn — both to the University and to this program.”

The spacious and open Gates Center atrium, with sunlight streaming down onto a wooden staircase in the middle of the space. A digital display encased in wood occupies part of one wall. The walkways of two upper floors are visible.
Mark Stone/University of Washington

Cauce highlighted the care and thought that went into the design of the building, which is focused on increasing student capacity and enriching the student experience. The building’s entire first floor is dedicated to the needs of Allen School majors, including a student services center, an undergraduate commons, meeting and collaboration spaces, computer labs and support, and capstone project rooms. The Gates Center also provides much-needed instructional space, in the form of several large classrooms and seminar rooms along with a 240-seat auditorium, and numerous collaboration and community spaces — including a cafe open to the campus and the public, and a 3,000-square-foot events center for hosting workshops, research demos, career fairs, and other community-oriented events.

Emphasizing that even more important than the new building is what goes on inside, Brad Smith — who led the fundraising campaign for the building — saluted the assembled guests who helped make the vision of the Bill & Melinda Gates Center a reality. “It is extraordinary to just look across this room and see the faces of all of the people who contributed so much,” Smith said. “You didn’t hang up when the phone rang. We rolled up our sleeves together. More than 500 people donated their personal funds to this building.” Among them, he noted, were the Friends of Bill & Melinda Gates, a group of more than a dozen couples, led by Charles and Lisa Simonyi, who joined Microsoft in providing a gift to name the building in the Gateses’ honor.

Smith also acknowledged local companies such as Amazon and Zillow that joined Microsoft in supporting the project. “It was a wonderful journey that gave many of us an opportunity to partner together — even competitors,” he noted. “Other companies in Seattle really stepped up.”

A room full of people seated in the center or standing along the sides listens to Governor Jay Inslee speaking from a podium.
Governor Jay Inslee. Photo credit: Matt Hagen

In addition to enabling the Allen School to serve more students, those efforts will also help the school and the UW to stay at the forefront of the computing field. Laboratories in the Gates Center include a wet lab to support the school’s work at the intersection of information technology and molecular engineering; the UW Reality Lab, which focuses on advancing the state of the art in augmented and virtual reality education and research; the Center for Neurotechnology, which aims to use technology to revolutionize the treatment of debilitating neurological conditions; and a 3,000-square-foot robotics laboratory.

Governor Jay Inslee — a proud Husky — noted that the impact of the new building and its inhabitants would extend far beyond their core focus. “This is so much beyond the world of computing,” Inslee said, “because the world of computing feeds every single thing that we’re growing our economy and our society on now.”

Of the 500 donors Smith mentioned, roughly 300 are Allen School alumni. That means nearly 200 people without an alumni connection to the school recognized the potential impact and threw their support behind the project. “From the bottom of my heart, thanks to all of you for what you’ve done to make this amazing building a reality,” said Allen School professor Ed Lazowska.

Hank Levy at the podium, with five people standing in a row behind, all raising their glasses in a toast against a purple backdrop.
Bill Gates, Brad Smith, Jay Inslee, Ana Mari Cauce, Ed Lazowska, Hank Levy. Matt Hagen

Before the program began, Lazowska and Levy had taken Bill Gates, Cauce and Smith on a tour of the new building, visiting several labs and stopping to talk with students along the way. “It was fantastic to take the tour and not only see that it’s an incredible building, but to see some of the great work going on here,” Gates said to the assembled crowd later. Saying that he and Melinda are honored to have a building named after them that will increase the capacity of the school associated with Paul G. Allen, Gates also paid tribute to his late friend and collaborator who passed away last October.

“It would’ve been great if Paul could have been here,” he said. “He deserves so much credit for what happened at Microsoft and always believing in innovation and believing in the University of Washington. So hopefully he somewhere can appreciate the great development that is taking place here.”

Read the UW News release here, GeekWire articles on the building opening here and the dedication here, and a related Seattle Times editorial here.

View more photos of the day’s events below.

The facade of the Bill & Melinda Gates Center, a long, subtly curved four-story building comprising terracotta tiles interspersed with glass windows and matte black metal panels, with a burst of sunlight peeking over the edge of the roof.
The Bill & Melinda Gates Center provides the Paul G. Allen School with sufficient space to double annual degree production. Mark Stone/University of Washington

A group of faculty and students gather and pose for a selfie with Bill Gates in a lab.
Bill Gates stops by the new wet lab for a selfie with members of the Molecular Information Systems Laboratory. Matt Hagen

A group of four people stand in front of a wall-size digital display, one of whom interacts with the touchscreen.
Bill Gates checks out the interactive wall highlighting the impact of computing on the Seattle region and the world with Ed Lazowska and Hank Levy. Matt Hagen

A small group of people standing in the middle of a room with computer desks against the wall and the windows. Someone wearing a combination of wires and a camera on their head is talking while gesturing toward a fluffy malamute dog wearing similar equipment.
Ana Mari Cauce, Brad Smith and Bill Gates are treated to a demonstration of a new machine learning system based on canine perception. Matt Hagen

People walk through a crowded cafe.
Bill Gates visits the new Microsoft Cafe on the first floor of the Bill & Melinda Gates Center. Matt Hagen
Two rows of smiling college students dressed in purple Allen School-branded shirts flanking the purple carpet, waiting to welcome guests to the dedication event.
Allen School undergraduate students are ready to welcome guests and give tours of the Bill & Melinda Gates Center. Matt Hagen
UW President Ana Mari Cauce speaks at a podium.
UW President Ana Mari Cauce stresses the impact of the Bill & Melinda Gates Center in terms of expanding opportunities for Washington’s students. Matt Hagen
A row of five people dressed in business attire seated along a wall laughing.
One of many light-hearted moments onstage at the dedication of the Bill & Melinda Gates Center. Matt Hagen
A row of four people in business attire standing onstage against a purple backdrop. The two people in the center are holding rectangular metal plaques depicting portraits of the other two.
Michael Bragg, Dean of the UW College of Engineering, joins Ana Mari Cauce in a surprise tribute to Ed Lazowska and Hank Levy. Matt Hagen
Bill Gates speaks at a podium against a purple backdrop.
A poignant moment in the program came when Bill Gates remembered his friend and Microsoft co-founder, the late Paul G. Allen. Matt Hagen
Two people standing outside of floor-to-ceiling glass doors with a white frosted sign on the glass that reads Charles & LIsa Simonyi Undergraduate Commons.
Lisa and Charles Simonyi, who co-led the effort to name the building for the Gateses, check out the Undergraduate Commons named in their honor. Lisa Simonyi
A girl looks with curiosity at a PR2 robot with its arm outstretched.
After the dedication, guests were invited to explore the building. Here, a future CSE major meets one of the Allen School’s many robots. Matt Hagen
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Remembering Ted Kehl

The Allen School family mourns the passing of professor emeritus Ted Kehl, one of the original group of seven faculty members who founded the Department of Computer Science at the University of Washington in the 1960s, and someone who was instrumental in introducing Seattle to a hardware revolution in the form of very large-scale integrated (VLSI) circuit design — a development that transformed computing and modern society.

Kehl earned his Ph.D. at University of Wisconsin-Madison in 1961 and joined the UW faculty six years later. As a professor in both Computer Science & Engineering and the School of Medicine, Kehl was known for his interdisciplinary approach to research long before it became fashionable. In addition to teaching physiology, biophysics and computer science, Kehl ran a hardware lab focused on the development of efficient computer hardware for biomedical research.

He took a keen interest in VLSI research and worked with Carver Mead of CalTech — who co-wrote the book on VLSI design along with Lynn Conway — to bring a new VLSI course to Seattle, jointly sponsored by UW and Boeing. That effort led to the establishment of the University of Washington/Northwest VLSI Consortium, a major initiative funded by the Department of Defense’s Advanced Research Projects Agency (ARPA) and led by Kehl in partnership with five regional companies. The course helped spawn the MicroVAX-I processor, which was developed by Digital Equipment Corporation under the leadership of Dave Cutler, then-head of the DECwest Engineering team. Kehl subsequently launched an undergraduate seminar in VLSI design in which teams of students had the opportunity to work with professional mentors drawn from the semiconductor industry on their designs.

In 1983, Kehl co-founded a startup company called IC Designs with his former Ph.D. student John Torode. IC Designs started out providing software and fabrication services for application-specific integrated circuits (ASICs) before its focus evolved into the design of ASICs for use in personal computers. The company grew to over $30 million in annual sales before its acquisition by industry leader Cypress Semiconductor Corp. in 1993.

Kehl retired from UW in 1997.

Our thoughts are with Ted’s family, friends, and the many students and collaborators whose lives he touched during his long and influential career.

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Explore the new Bill & Melinda Gates Center at the Allen School’s March 1st open house!

On Friday, March 1st, the Paul G. Allen School will open the doors of the new Bill & Melinda Gates Center for Computer Science & Engineering to the community. Friends, alumni, and campus and regional partners are invited to join us for an afternoon of building tours, demos, and interactive media that will showcase how the Bill & Melinda Gates Center will enable us to educate more of Washington’s students for high-impact careers, advance scientific discovery and innovation, and make meaningful contributions to society — here at home, and around the globe.

The Bill & Melinda Gates Center Open House will take place from 2:00 pm to 5:00 pm. During that time, the Allen School is opening up access to the entire building and inviting visitors to explore the variety of community spaces, instructional facilities, research labs, and people-centric features of this exciting new facility. Both organized tours and self-guided tours will be available. Among the highlights:

Atrium & Tribute Wall

The expansive three-story Gates Center atrium provides an inviting welcome for students and visitors and functions as the building’s “living room.” One of the main features of interest to visitors is our Tribute Wall, an interactive media display developed by the firm Belle & Wissell and situated outside of the new Silverberg Family Student Services Center that enables visitors to explore the history of the Allen School, the growth of technology in the Puget Sound region, the many contributions of Paul G. Allen and of Bill and Melinda Gates, and the importance of broadening participation in the field.

Just off the main entrance, visitors can enjoy the view of Stevens Way and the Allen Center from the Microsoft Cafe, or climb the open-air Sujal & Meera Patel Innovation Stairway that connects the atrium with the second and third floors.

Instructional Spaces

As the signature education space in the Gates Center, the 240-seat Amazon Auditorium on the ground floor will host large classes, special lectures, and other events open to the campus community. The adjoining Amazon Gallery is a gathering space for students that also connects the auditorium with nearby instructional spaces such as the 100-seat Brad & Kathy Smith and David & Cathy Habib Classrooms.

The ground floor can be reached via the Anita Borg Grand Stairway, which features views of a revitalized Snohomish Lane and is named for computer engineer Anita Borg, a former UW student and tireless advocate for diversity in computing (including co-founding the Grace Hopper Celebration of Women in Computing). Seminar rooms and capstone project rooms are located throughout the building.

Community Spaces

The Gates Center is designed to foster a sense of belonging and community, and to support the serendipitous meetings and collaborations that are at the heart of Allen School innovation.

Areas of the building that epitomize these values include the Charles & Lisa Simonyi Undergraduate Commons, a space occupying the east end of the first floor that is set aside especially for Allen School majors and features seating areas, meeting rooms, computer support, and a kitchen; and the Research Commons, a bright, two-story space for faculty, staff, graduate students and guests to congregate and share ideas. Smaller breakout spaces, meeting rooms, and collaboration spaces are to be found throughout the building.

Event Center

Occupying the entire fourth floor of the building, the event center comprises three distinctive spaces offering sweeping views of the UW campus, Lake Washington, and Mount Rainier.

The signature event space is the Zillow Commons, a flexible venue for workshops, conferences and community-focused events. From the Zillow Commons, visitors can take in the view from the Wilma Bradley Terrace, featuring an outdoor seating area, or admire an installation by sculptor and UW alumnus George Rodriguez (MFA, ‘09) in the Steve & Heather Singh Event Gallery.

Research Labs

In addition to its many student-focused and community spaces, the Bill & Melinda Gates Center is home to a number of laboratory spaces that support Allen School research, including the Center for Neurotechnology, which develops innovative devices for individuals with debilitating neurological conditions; the Center for Game Science, pioneering games for scientific discovery and for education; the UW Reality Lab, a leading center for advancing the state of the art in virtual and augmented reality; the Molecular Information Systems Lab, which explores the intersection of information technology and biology; the Taskar Center for Accessible Technology, which develops, translates and deploys open source universally accessible technologies with a focus on benefiting populations with motor limitations or speech impairment; and a 3,000-square-foot Robotics Laboratory complete with a functioning kitchen to support the development of robots that assist humans with everyday tasks.

Hundreds of Allen School alumni and friends, the local technology community, the University, and the State of Washington came together to support the Bill & Melinda Gates Center, in a campaign led by Microsoft President Brad Smith. And, while Bill and Melinda Gates supported the project generously, the building was named in their honor as a gesture of admiration and gratitude by Microsoft and 13 couples who are long-time friends of the Gateses – exemplifying the wonderful community in which we live.

Join us in celebrating this incredible milestone and what it means for our program, our campus, our region, and the world!

Photo credits: Raphael Gaultier/University of Washington Read more →

UW’s Jennifer Mankoff, Batya Friedman and Jacob Wobbrock elected to CHI Academy

Allen School professor Jennifer Mankoff

Three University of Washington faculty who are recognized leaders in human-computer interaction (HCI) research — Allen School professor Jennifer Mankoff and Information School professors (and Allen School adjunct professors) Batya Friedman and Jacob Wobbrock — have been honored by the Association for Computing Machinery’s Special Interest Group on Computer-Human Interaction (SIGCHI) with election to the CHI Academy. The CHI Academy is composed of individuals who have made substantial, cumulative contributions to the field of HCI through the development of new research directions and innovations and have influenced the work of their peers. Mankoff, Friedman and Wobbrock are three of only eight new CHI Academy members elected this year!

Jennifer Mankoff, who holds the Richard E. Ladner Endowed Professorship at the Allen School, is a leading researcher in human-computer interaction who has devoted her career to promoting a digital future defined by inclusion and accessibility for all. As director of the Make4All Group and a member of the interdisciplinary DUB (Design, Use, Build) group, one of the ways in which she has sought to advance that goal is by revolutionizing and democratizing the production of assistive technologies using 3D printing and other advanced fabrication techniques.

In one of her recent projects, Mankoff worked with Allen School colleague Shyam Gollakota and members of the Networks & Mobile Systems Lab to develop the first 3D-printed objects capable of tracking and storing data about their use, with potential applications ranging from smart prescription pill bottles to customized prosthetic devices. She also led the development of a paradigm-shifting technology for screen readers — Spatial Region Interaction Techniques, or SPRITEs — in collaboration with colleagues at Carnegie Mellon University, where she was a faculty member before joining the Allen School. SPRITEs leverages a standard keyboard to make interactive web content more accessible for people who are blind or low-vision. In addition to her focus on accessibility, Mankoff has been a pioneer in applying computation to address societal challenges around sustainability, such as leveraging Internet-scale technologies to reduce energy consumption.

Mankoff’s work previously has been recognized with an Alfred P. Sloan Fellowship, an IBM Faculty Fellowship, a GVU Impact Award from her alma mater, Georgia Tech, and Best Paper awards at the ASSETS, CHI, and Mobile HCI conferences.

“It’s an honor to be included in the CHI Academy, and one I hope to live up to in my future research as much as in my past research,” Mankoff said. “I am passionate about creating accessible, inclusive systems and the engineering to make them feasible and deployable, and grateful for all the students and collaborators who have helped me to create them and to be recognized for this work.”

iSchool professor Batya Friedman

Joining Mankoff in the 2019 class of CHI Academy inductees are fellow DUB members Batya Friedman and Jacob Wobbrock, professors in the iSchool and adjunct professors in the Allen School.

Friedman is a pioneer of value sensitive design, an approach to developing technology that accounts for human values. Her work has influenced multiple fields beyond HCI, including computer security, architecture, civil engineering, law, transportation, and many others.

Wobbrock’s research aims to develop a scientific understanding of how people interact with technology and information. His work seeks to improve the quality of those interactions, particularly for people with disabilities, using human performance measurement and modeling, input and interaction techniques, accessible computing, and more.

“Jen, Batya, and Jake have helped build UW’s reputation as a center of excellence in HCI research and innovation,” said Hank Levy, director of the Allen School. “All three have made lasting contributions not just in HCI and computing, but also in many other fields in their quest to use technology to solve some of society’s greatest challenges. Their induction into the CHI Academy is a testament to their technical leadership and enduring impact by putting people first.”

iSchool professor Jacob Wobbrock

Current CHI Academy member and iSchool dean Anind Dey concurred. “Combining this with three members of the 2019 CHI Academy class being from the UW really solidifies the UW as a global leader in HCI,” he said in a related announcement. “The level of impact all three have had for such a sustained period of time is admirable, and makes them very deserving of recognition by the CHI Academy.”

The new inductees will be formally recognized at the CHI 2019 conference to be held in Glasgow, Scotland in May. Learn more about the 2019 SIGCHI Awards here, and read the related iSchool article here.

Congratulations to Jen, Batya, and Jake!

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