Research area

Deep Learning

Neural network architectures, training, and why they work.

Faculty

Micah Goldblum Steering Committee Assistant ProfessorElectrical Engineering Research Agents · Deep Learning · ML Theory · Natural Language · Reinforcement Learning Assistant Professor, Electrical Engineering. Research: Agents, Deep Learning, ML Theory, Natural Language, Reinforcement Learning.

John Hewitt Steering Committee Assistant ProfessorComputer Science Research Deep Learning · Explainable AI · Natural Language Assistant Professor, Computer Science. Research: Deep Learning, Explainable AI, Natural Language.

Aleksander Holynski Steering Committee Assistant ProfessorComputer Science Research Deep Learning · Graphics · Vision Assistant Professor, Computer Science. Research: Deep Learning, Graphics, Vision.

Daniel Hsu Steering Committee Associate ProfessorComputer Science Research Deep Learning · ML Theory · Statistical ML Associate Professor, Computer Science. Research: Deep Learning, ML Theory, Statistical ML.

Yunzhu Li Steering Committee Assistant ProfessorComputer Science Research Deep Learning · Robotics · Vision Assistant Professor, Computer Science. Research: Deep Learning, Robotics, Vision.

Kathy McKeown Steering Committee ProfessorComputer Science Research Agents · Deep Learning · Natural Language Professor, Computer Science. Research: Agents, Deep Learning, Natural Language.

Carl Vondrick Steering Committee Associate ProfessorComputer Science Research Agents · Deep Learning · Explainable AI · Robotics · Vision Associate Professor, Computer Science. Research: Agents, Deep Learning, Explainable AI, Robotics, Vision.

Richard Zemel Steering Committee ProfessorComputer Science Research Deep Learning · Explainable AI · Statistical ML Professor, Computer Science. Research: Deep Learning, Explainable AI, Statistical ML.

Mohammed AlQuraishi Affiliate Faculty Assistant ProfessorSystems Biology Research Bioinformatics · Deep Learning Assistant Professor, Systems Biology. Research: Bioinformatics, Deep Learning.

Elham Azizi SEAS Faculty Associate ProfessorBiomedical Engineering, Computer Science Research Bioinformatics · Deep Learning · Probabilistic ML · Statistical ML Associate Professor, Biomedical Engineering, Computer Science. Research: Bioinformatics, Deep Learning, Probabilistic ML, Statistical ML.

Peter Belhumeur SEAS Faculty ProfessorComputer Science Research Deep Learning · Vision Professor, Computer Science. Research: Deep Learning, Vision.

Luca Carloni SEAS Faculty ProfessorComputer Science Research Agents · Deep Learning Professor, Computer Science. Research: Agents, Deep Learning.

Shih-Fu Chang SEAS Faculty ProfessorComputer Science, Electrical Engineering Research Deep Learning · Vision Professor, Computer Science, Electrical Engineering. Research: Deep Learning, Vision.

John Cunningham Affiliate Faculty ProfessorStatistics Research Deep Learning · Probabilistic ML · Statistical ML Professor, Statistics. Research: Deep Learning, Probabilistic ML, Statistical ML.

Shalmali Joshi Affiliate Faculty Assistant ProfessorBiomedical Informatics Research Bioinformatics · Causality · Deep Learning · Probabilistic ML · Reinforcement Learning Assistant Professor, Biomedical Informatics. Research: Bioinformatics, Causality, Deep Learning, Probabilistic ML, Reinforcement Learning.

Hod Lipson SEAS Faculty ProfessorMechanical Engineering Research Deep Learning · Robotics Professor, Mechanical Engineering. Research: Deep Learning, Robotics.

Shilong Liu SEAS Faculty Assistant ProfessorElectrical Engineering Research Agents · Vision · Deep Learning · Natural Language Assistant Professor, Electrical Engineering. Research: Agents, Vision, Deep Learning, Natural Language.

Hongseok Namkoong Affiliate Faculty Associate ProfessorDecision, Risk, and Operations Research Agents · Deep Learning · Reinforcement Learning · Statistical ML Associate Professor, Decision, Risk, and Operations. Research: Agents, Deep Learning, Reinforcement Learning, Statistical ML.

Nuttida Rungratsameetaweemana SEAS Faculty Assistant ProfessorBiomedical Engineering Research Deep Learning · Vision Assistant Professor, Biomedical Engineering. Research: Deep Learning, Vision.

Roshni Sahoo Affiliate Faculty Assistant ProfessorDecision, Risk, and Operation Research Causality · Deep Learning · Statistical ML Assistant Professor, Decision, Risk, and Operation. Research: Causality, Deep Learning, Statistical ML.

Kaveri Thakoor Affiliate Faculty Assistant ProfessorOphthalmology Research Vision · Explainable AI · Deep Learning Assistant Professor, Ophthalmology. Research: Vision, Explainable AI, Deep Learning.

Eugene Wu SEAS Faculty Associate ProfessorComputer Science Research Agents · Deep Learning Associate Professor, Computer Science. Research: Agents, Deep Learning.

Xuhai 'Orson' Xu Affiliate Faculty Assistant ProfessorBiomedical Informatics Research Agents · Bioinformatics · Deep Learning · Explainable AI Assistant Professor, Biomedical Informatics. Research: Agents, Bioinformatics, Deep Learning, Explainable AI.

Postdoctoral Researchers

TA Tomas G. Aquino Postdoctoral Research ScientistBiomedical Engineering Advised by Nuttida Rungratsameetaweemana Research Deep Learning Postdoctoral Research Scientist, Biomedical Engineering. Advised by Nuttida Rungratsameetaweemana. Research: Deep Learning.

Siddhartha Datta Postdoctoral ResearcherComputer Science Advised by Richard Zemel Research Deep Learning Postdoctoral Researcher, Computer Science. Advised by Richard Zemel. Research: Deep Learning.

AZ Aaron Zweig Postdoctoral FellowBiomedical Engineering Advised by Elham Azizi Research Bioinformatics · Causality · Deep Learning Postdoctoral Fellow, Biomedical Engineering. Advised by Elham Azizi. Research: Bioinformatics, Causality, Deep Learning.

PhD Students

Ozgur Beker PhD StudentComputer Science Advised by Bianca Dumitrascu Research Bioinformatics · Deep Learning · Probabilistic ML PhD Student, Computer Science. Advised by Bianca Dumitrascu. Research: Bioinformatics, Deep Learning, Probabilistic ML.

Noah Bergam PhD StudentComputer Science Advisors Daniel Hsu · Andrew Blumberg Research Deep Learning · ML Theory · Statistical ML PhD Student, Computer Science. Advised by Daniel Hsu, Andrew Blumberg. Research: Deep Learning, ML Theory, Statistical ML.

Ting Chen PhD StudentStatistics Advised by Micah Goldblum Research Deep Learning · Optimization · Probabilistic ML PhD Student, Statistics. Advised by Micah Goldblum. Research: Deep Learning, Optimization, Probabilistic ML.

Young Sang Choi PhD StudentBiomedical Informatics Advisors Shalmali Joshi · Pierre Elias Research Bioinformatics · Deep Learning PhD Student, Biomedical Informatics. Advised by Shalmali Joshi, Pierre Elias. Research: Bioinformatics, Deep Learning.

Judah Goldfeder PhD StudentComputer Science Advised by Hod Lipson Research Agents · Deep Learning · Explainable AI · ML Theory · Reinforcement Learning · Robotics · Vision PhD Student, Computer Science. Advised by Hod Lipson. Research: Agents, Deep Learning, Explainable AI, ML Theory, Reinforcement Learning, Robotics, Vision.

Eli Gross PhD StudentMechanical Engineering Advised by Hod Lipson Research Deep Learning · Robotics · Vision PhD Student, Mechanical Engineering. Advised by Hod Lipson. Research: Deep Learning, Robotics, Vision.

Shreyas Havaldar PhD StudentComputer Science Advised by Elias Bareinboim Research Causality · Deep Learning · Natural Language PhD Student, Computer Science. Advised by Elias Bareinboim. Research: Causality, Deep Learning, Natural Language.

Amogh Inamdar PhD StudentComputer Science Advised by Richard Zemel Research Deep Learning · Statistical ML PhD Student, Computer Science. Advised by Richard Zemel. Research: Deep Learning, Statistical ML.

DK Daria Kussovska PhD StudentBiomedical Engineering Advised by Nuttida Rungratsameetaweemana Research Deep Learning PhD Student, Biomedical Engineering. Advised by Nuttida Rungratsameetaweemana. Research: Deep Learning.

Minji Lee PhD StudentComputer Science Advised by Mohammed AlQuraishi Research Bioinformatics · Deep Learning PhD Student, Computer Science. Advised by Mohammed AlQuraishi. Research: Bioinformatics, Deep Learning.

Kuan Heng (Jordan) Lin PhD StudentComputer Science Advisors Aleksander Holynski · Micah Goldblum Research Deep Learning · Graphics · Vision PhD Student, Computer Science. Advised by Aleksander Holynski, Micah Goldblum. Research: Deep Learning, Graphics, Vision.

Yeqing Lin PhD StudentSystems Biology Advised by Mohammed AlQuraishi Research Bioinformatics · Deep Learning PhD Student, Systems Biology. Advised by Mohammed AlQuraishi. Research: Bioinformatics, Deep Learning.

Jingwen Liu PhD StudentComputer Science Advisors Alexandr Andoni · Daniel Hsu Research Deep Learning · ML Theory · Reinforcement Learning PhD Student, Computer Science. Advised by Alexandr Andoni, Daniel Hsu. Research: Deep Learning, ML Theory, Reinforcement Learning.

Arjun Mani PhD StudentComputer Science Advisors Carl Vondrick · Richard Zemel Research Deep Learning · Optimization PhD Student, Computer Science. Advised by Carl Vondrick, Richard Zemel. Research: Deep Learning, Optimization.

KM Kahini Mehta PhD StudentNeurobiology & Behavior Advised by Nuttida Rungratsameetaweemana Research Deep Learning PhD Student, Neurobiology & Behavior. Advised by Nuttida Rungratsameetaweemana. Research: Deep Learning.

Todd Morrill PhD StudentComputer Science Advised by Richard Zemel Research Deep Learning PhD Student, Computer Science. Advised by Richard Zemel. Research: Deep Learning.

Gergő Nikolényi PhD StudentSystems Biology Advised by Mohammed AlQuraishi Research Bioinformatics · Deep Learning PhD Student, Systems Biology. Advised by Mohammed AlQuraishi. Research: Bioinformatics, Deep Learning.

Akshay Raman PhD StudentComputer Science Advised by Kaveri Thakoor Research Deep Learning · Vision PhD Student, Computer Science. Advised by Kaveri Thakoor. Research: Deep Learning, Vision.

Jinchen Ruan PhD StudentMechanical Engineering Advised by Hod Lipson Research Deep Learning · Robotics · Vision PhD Student, Mechanical Engineering. Advised by Hod Lipson. Research: Deep Learning, Robotics, Vision.

KS Kaitlyn Swayze PhD StudentBiomedical Engineering Advised by Nuttida Rungratsameetaweemana Research Deep Learning PhD Student, Biomedical Engineering. Advised by Nuttida Rungratsameetaweemana. Research: Deep Learning.

Ryan Tabrizi PhD StudentComputer Science Advised by Aleksander Holynski Research Deep Learning · Vision PhD Student, Computer Science. Advised by Aleksander Holynski. Research: Deep Learning, Vision.

Andrew Tang PhD StudentComputer Science Advised by Vishal Misra Research Agents · Deep Learning · Natural Language PhD Student, Computer Science. Advised by Vishal Misra. Research: Agents, Deep Learning, Natural Language.

Renee Jessica Tung PhD StudentNeurobiology & Behavior Advised by Nuttida Rungratsameetaweemana Research Deep Learning PhD Student, Neurobiology & Behavior. Advised by Nuttida Rungratsameetaweemana. Research: Deep Learning.

KX Kevin Xia PhD StudentComputer Science Advised by Elias Bareinboim Research Causality · Deep Learning PhD Student, Computer Science. Advised by Elias Bareinboim. Research: Causality, Deep Learning.

Jingkai Yan PhD StudentElectrical Engineering Advised by John Wright Research Optimization · Deep Learning PhD Student, Electrical Engineering. Advised by John Wright. Research: Optimization, Deep Learning.

Haochen Yang PhD StudentBiomedical Informatics Advisors Raul Rabadan · Bianca Dumitrascu Research Bioinformatics · Deep Learning · Statistical ML PhD Student, Biomedical Informatics. Advised by Raul Rabadan, Bianca Dumitrascu. Research: Bioinformatics, Deep Learning, Statistical ML.

Hantao Yu PhD StudentComputer Science Advisors Alexandr Andoni · Josh Alman Research Agents · Deep Learning · Reinforcement Learning PhD Student, Computer Science. Advised by Alexandr Andoni, Josh Alman. Research: Agents, Deep Learning, Reinforcement Learning.

ZY Zelin Yu PhD StudentElectrical Engineering Advised by Nuttida Rungratsameetaweemana Research Deep Learning PhD Student, Electrical Engineering. Advised by Nuttida Rungratsameetaweemana. Research: Deep Learning.

Tom Zollo PhD StudentComputer Science Advised by Richard Zemel Research Deep Learning PhD Student, Computer Science. Advised by Richard Zemel. Research: Deep Learning.

Explore

Research Areas

01Agents 02Bioinformatics 03Causality 04Deep Learning 05Explainable AI 06Graphics 07ML Theory 08Natural Language 09Optimization 10Probabilistic ML 11Reinforcement Learning 12Robotics 13Statistical ML 14Vision