Research area

ML Theory

Generalization, sample complexity, and provable algorithms.

Faculty

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.

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.

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

Alexandr Andoni SEAS Faculty ProfessorComputer Science Research ML Theory Professor, Computer Science. Research: ML Theory.

Marco Avella-Medina Affiliate Faculty Associate ProfessorStatistics Research Statistical ML · ML Theory Associate Professor, Statistics. Research: Statistical ML, ML Theory.

Adam Cannon SEAS Faculty Teaching ProfessorComputer Science Research ML Theory Teaching Professor, Computer Science. Research: ML Theory.

Rachel Cummings SEAS Faculty Associate ProfessorIndustrial Engineering & Operations Research Research Bioinformatics · ML Theory · Optimization · Statistical ML Associate Professor, Industrial Engineering & Operations Research. Research: Bioinformatics, ML Theory, Optimization, Statistical ML.

Christopher Harshaw Affiliate Faculty Assistant ProfessorStatistics Research Causality · ML Theory Assistant Professor, Statistics. Research: Causality, ML Theory.

Samory Kpotufe Affiliate Faculty ProfessorStatistics Research ML Theory · Statistical ML Professor, Statistics. Research: ML Theory, Statistical ML.

Arian Maleki Affiliate Faculty ProfessorStatistics Research Statistical ML · ML Theory Professor, Statistics. Research: Statistical ML, ML Theory.

Toniann Pitassi SEAS Faculty ProfessorComputer Science Research ML Theory Professor, Computer Science. Research: ML Theory.

Cynthia Rush Affiliate Faculty Associate ProfessorStatistics Research Statistical ML · ML Theory Associate Professor, Statistics. Research: Statistical ML, ML Theory.

Rocco Servedio SEAS Faculty ProfessorComputer Science Research ML Theory Professor, Computer Science. Research: ML Theory.

Nakul Verma SEAS Faculty Senior LecturerComputer Science Research ML Theory · Statistical ML Senior Lecturer, Computer Science. Research: ML Theory, Statistical ML.

Postdoctoral Researchers

Yoonhaeng Hur Postdoctoral ResearcherStatistics Advised by Genevera Allen Research Causality · Explainable AI · ML Theory · Statistical ML Postdoctoral Researcher, Statistics. Advised by Genevera Allen. Research: Causality, Explainable AI, ML Theory, Statistical ML.

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.

Mariam Avagyan PhD StudentElectrical Engineering Advised by John Wright Research Optimization · ML Theory PhD Student, Electrical Engineering. Advised by John Wright. Research: Optimization, ML Theory.

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.

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.

Yizhi Huang PhD StudentComputer Science Advisors Rocco Servedio · Josh Alman · Tal Malkin Research ML Theory PhD Student, Computer Science. Advised by Rocco Servedio, Josh Alman, Tal Malkin. Research: ML Theory.

Baitian Li PhD StudentComputer Science Advisors Toniann Pitassi · Josh Alman Research ML Theory PhD Student, Computer Science. Advised by Toniann Pitassi, Josh Alman. Research: ML Theory.

Yuhao Li PhD StudentComputer Science Advisors Rocco Servedio · Xi Chen Research ML Theory PhD Student, Computer Science. Advised by Rocco Servedio, Xi Chen. Research: ML Theory.

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.

WP William Pires PhD StudentComputer Science Advisors Rocco Servedio · Xi Chen · Toniann Pitassi Research ML Theory PhD Student, Computer Science. Advised by Rocco Servedio, Xi Chen, Toniann Pitassi. Research: ML Theory.

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.

Tim Wang PhD StudentElectrical Engineering Advised by John Wright Research Optimization · ML Theory PhD Student, Electrical Engineering. Advised by John Wright. Research: Optimization, ML Theory.

NW Nathan Weill PhD StudentIEOR Advised by Kaizheng Wang Research ML Theory · Statistical ML PhD Student, IEOR. Advised by Kaizheng Wang. Research: ML Theory, Statistical ML.

TY Tianqi Yang PhD StudentComputer Science Advisors Rocco Servedio · Toniann Pitassi · Tal Malkin Research ML Theory PhD Student, Computer Science. Advised by Rocco Servedio, Toniann Pitassi, Tal Malkin. Research: ML Theory.

SZ Styopa Zharkov PhD StudentComputer Science Advisors Alexandr Andoni · Cliff Stein Research ML Theory PhD Student, Computer Science. Advised by Alexandr Andoni, Cliff Stein. Research: ML Theory.

Explore

Research Areas

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