Research area

Reinforcement Learning

Learning to make sequences of decisions from interaction and reward.

Faculty

Elias Bareinboim Steering Committee Associate ProfessorComputer Science Research Causality · Explainable AI · Reinforcement Learning Associate Professor, Computer Science. Research: Causality, Explainable AI, Reinforcement Learning.

Adam Block Steering Committee Assistant ProfessorComputer Science Research ML Theory · Optimization · Reinforcement Learning Assistant Professor, Computer Science. Research: ML Theory, Optimization, Reinforcement Learning.

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.

Zhou Yu Steering Committee Associate ProfessorComputer Science Research Agents · Natural Language · Reinforcement Learning · Vision Associate Professor, Computer Science. Research: Agents, Natural Language, Reinforcement Learning, Vision.

Anish Agarwal SEAS Faculty Assistant ProfessorIEOR Research Agents · Causality · Reinforcement Learning · Statistical ML Assistant Professor, IEOR. Research: Agents, Causality, Reinforcement Learning, Statistical ML.

Shipra Agrawal SEAS Faculty Associate ProfessorIEOR Research ML Theory · Optimization · Reinforcement Learning Associate Professor, IEOR. Research: ML Theory, Optimization, Reinforcement Learning.

James Anderson SEAS Faculty Associate ProfessorElectrical Engineering Research Optimization · Reinforcement Learning Associate Professor, Electrical Engineering. Research: Optimization, Reinforcement Learning.

Vineet Goyal SEAS Faculty ProfessorIEOR Research Optimization · Reinforcement Learning Professor, IEOR. Research: Optimization, Reinforcement Learning.

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.

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.

Daniel Russo Affiliate Faculty Associate ProfessorBusiness Research Reinforcement Learning · Statistical ML Associate Professor, Business. Research: Reinforcement Learning, Statistical ML.

Lily Xu SEAS Faculty Assistant ProfessorIEOR Research Causality · Optimization · Reinforcement Learning Assistant Professor, IEOR. Research: Causality, Optimization, Reinforcement Learning.

Assaf Zeevi Affiliate Faculty ProfessorBusiness Research Reinforcement Learning · Statistical ML · Optimization Professor, Business. Research: Reinforcement Learning, Statistical ML, Optimization.

Postdoctoral Researchers

IH Inwoo Hwang Postdoctoral ResearcherComputer Science Advised by Elias Bareinboim Research Causality · Explainable AI · Reinforcement Learning Postdoctoral Researcher, Computer Science. Advised by Elias Bareinboim. Research: Causality, Explainable AI, Reinforcement Learning.

Fangyu Wu Postdoctoral ResearcherComputer Science Advised by Yunzhu Li Research Robotics · Optimization · Reinforcement Learning Postdoctoral Researcher, Computer Science. Advised by Yunzhu Li. Research: Robotics, Optimization, Reinforcement Learning.

PhD Students

PA Priyank Agrawal PhD StudentIEOR Advised by Shipra Agrawal Research Reinforcement Learning · ML Theory PhD Student, IEOR. Advised by Shipra Agrawal. Research: Reinforcement Learning, ML Theory.

Rohun Agrawal PhD StudentComputer Science Advised by Micah Goldblum Research Agents · Reinforcement Learning · Vision PhD Student, Computer Science. Advised by Micah Goldblum. Research: Agents, Reinforcement Learning, Vision.

Icey Siyi Ai PhD StudentIEOR Advised by Lily Xu Research Optimization · Reinforcement Learning PhD Student, IEOR. Advised by Lily Xu. Research: Optimization, Reinforcement Learning.

Chia-Hao Chang PhD StudentIEOR Advisors Vineet Goyal · Carri Chan Research Optimization · Reinforcement Learning PhD Student, IEOR. Advised by Vineet Goyal, Carri Chan. Research: Optimization, Reinforcement 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.

ZH Zhanpeng He PhD StudentMechanical Engineering Advisors Matei Ciocarlie · Shuran Song Research Robotics · Reinforcement Learning PhD Student, Mechanical Engineering. Advised by Matei Ciocarlie, Shuran Song. Research: Robotics, Reinforcement Learning.

Binghao Huang PhD StudentComputer Science Advised by Yunzhu Li Research Robotics · Reinforcement Learning · Vision PhD Student, Computer Science. Advised by Yunzhu Li. Research: Robotics, Reinforcement Learning, Vision.

Lei Huang PhD StudentCivil Engineering Advisors Zhengbo Zou · Dhruv Shah Research Reinforcement Learning · Robotics · Vision PhD Student, Civil Engineering. Advised by Zhengbo Zou, Dhruv Shah. Research: Reinforcement Learning, Robotics, Vision.

ML Mingxuan Li PhD StudentComputer Science Advised by Elias Bareinboim Research Causality · Reinforcement Learning PhD Student, Computer Science. Advised by Elias Bareinboim. Research: Causality, Reinforcement 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.

TQ tahda queer PhD StudentIEOR Advised by Lily Xu Research Reinforcement Learning PhD Student, IEOR. Advised by Lily Xu. Research: Reinforcement Learning.

Sreehari Rammohan PhD StudentComputer Science Advised by Carl Vondrick Research Vision · Reinforcement Learning · Robotics PhD Student, Computer Science. Advised by Carl Vondrick. Research: Vision, Reinforcement Learning, Robotics.

Dwaipayan Saha PhD StudentIEOR Advised by Anish Agarwal Research Reinforcement Learning · Causality · Statistical ML PhD Student, IEOR. Advised by Anish Agarwal. Research: Reinforcement Learning, Causality, Statistical ML.

Max Segan PhD StudentComputer Science Advised by Hod Lipson Research Reinforcement Learning · Robotics PhD Student, Computer Science. Advised by Hod Lipson. Research: Reinforcement Learning, Robotics.

Ryan Shea PhD StudentComputer Science Advised by Zhou Yu Research Natural Language · Reinforcement Learning PhD Student, Computer Science. Advised by Zhou Yu. Research: Natural Language, Reinforcement Learning.

Ved Sriraman PhD Student Advised by Adam Block Research ML Theory · Natural Language · Reinforcement Learning PhD Student. Advised by Adam Block. Research: ML Theory, Natural Language, Reinforcement Learning.

LT Leonardo Felipe Toso PhD StudentElectrical Engineering Advised by James Anderson Research Optimization · ML Theory · Reinforcement Learning PhD Student, Electrical Engineering. Advised by James Anderson. Research: Optimization, ML Theory, Reinforcement Learning.

JW Jeffrey Wu PhD StudentComputer Science Advised by Elias Bareinboim Research Reinforcement Learning · Robotics PhD Student, Computer Science. Advised by Elias Bareinboim. Research: Reinforcement Learning, Robotics.

Jiakai Xu PhD StudentComputer Science Advisors Eugene Wu · Kostis Kaffes Research Agents · Reinforcement Learning PhD Student, Computer Science. Advised by Eugene Wu, Kostis Kaffes. Research: Agents, Reinforcement Learning.

JX Jingxi Xu PhD StudentMechanical Engineering Advisors Matei Ciocarlie · Shuran Song Research Robotics · Reinforcement Learning PhD Student, Mechanical Engineering. Advised by Matei Ciocarlie, Shuran Song. Research: Robotics, Reinforcement Learning.

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.

XY Xiao Yu PhD StudentComputer Science Advised by Zhou Yu Research Natural Language · Reinforcement Learning PhD Student, Computer Science. Advised by Zhou Yu. Research: Natural Language, Reinforcement Learning.

DZ Donglin Zhan PhD StudentElectrical Engineering Advised by James Anderson Research Optimization · Reinforcement Learning PhD Student, Electrical Engineering. Advised by James Anderson. Research: Optimization, Reinforcement 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