Research area

Statistical ML

Statistical methods for learning from data, with guarantees.

Faculty

David Blei Steering Committee ProfessorComputer Science, Statistics Research Causality · Probabilistic ML · Statistical ML Professor, Computer Science, Statistics. Research: Causality, Probabilistic ML, Statistical ML.

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.

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

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

Genevera Allen Affiliate Faculty ProfessorStatistics Research Explainable AI · Statistical ML Professor, Statistics. Research: Explainable AI, Statistical ML.

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

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.

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.

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

Bianca Dumitrascu Affiliate Faculty Assistant ProfessorStatistics Research Bioinformatics · Statistical ML Assistant Professor, Statistics. Research: Bioinformatics, Statistical ML.

Yuqi Gu Affiliate Faculty Assistant ProfessorStatistics Research Probabilistic ML · Causality · Statistical ML Assistant Professor, Statistics. Research: Probabilistic ML, Causality, Statistical ML.

Garud Iyengar SEAS Faculty ProfessorIEOR Research Causality · Optimization · Statistical ML Professor, IEOR. Research: Causality, Optimization, Statistical ML.

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.

Vishal Misra SEAS Faculty ProfessorComputer Science Research Natural Language · Probabilistic ML · Statistical ML Professor, Computer Science. Research: Natural Language, Probabilistic ML, Statistical ML.

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.

Liam Paninski Affiliate Faculty ProfessorStatistics & Neuroscience Research Probabilistic ML · Statistical ML Professor, Statistics & Neuroscience. Research: Probabilistic ML, Statistical ML.

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

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

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.

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

Kaizheng Wang SEAS Faculty Assistant ProfessorIEOR Research Causality · Optimization · Statistical ML Assistant Professor, IEOR. Research: Causality, Optimization, Statistical ML.

Chris Wiggins SEAS Faculty ProfessorApplied Physics and Applied Mathematics Research Bioinformatics · Optimization · Probabilistic ML · Statistical ML Professor, Applied Physics and Applied Mathematics. Research: Bioinformatics, Optimization, Probabilistic ML, Statistical ML.

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

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.

HR Hector Rodriguez-Deniz Postdoctoral ResearcherComputer Science, Statistics Advised by David Blei Research Statistical ML · Probabilistic ML Postdoctoral Researcher, Computer Science, Statistics. Advised by David Blei. Research: Statistical ML, Probabilistic ML.

SS Sohrab Salehi Postdoctoral ResearcherComputer Science, Statistics Advisors David Blei · Sohrab P. Shah · Charles M. Rudin Research Bioinformatics · Probabilistic ML · Statistical ML Postdoctoral Researcher, Computer Science, Statistics. Advised by David Blei, Sohrab P. Shah, Charles M. Rudin. Research: Bioinformatics, Probabilistic ML, Statistical ML.

YS Yuli Slavutsky Postdoctoral ResearcherComputer Science, Statistics Advised by David Blei Research Probabilistic ML · Statistical ML Postdoctoral Researcher, Computer Science, Statistics. Advised by David Blei. Research: Probabilistic ML, Statistical ML.

PhD Students

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.

Andrea Clark-Sevilla PhD StudentComputer Science Advised by Ansaf Salleb-Aouissi Research Statistical ML PhD Student, Computer Science. Advised by Ansaf Salleb-Aouissi. Research: Statistical ML.

KD Kahlil Dozier PhD StudentComputer Science Advised by Vishal Misra Research Statistical ML PhD Student, Computer Science. Advised by Vishal Misra. Research: Statistical ML.

Ben Eyre PhD StudentComputer Science Advised by Richard Zemel Research Statistical ML PhD Student, Computer Science. Advised by Richard Zemel. Research: Statistical ML.

Jacob Feitelberg PhD StudentIEOR Advised by Anish Agarwal Research Statistical ML · Causality PhD Student, IEOR. Advised by Anish Agarwal. Research: Statistical ML, Causality.

CH Chengpiao Huang PhD StudentIEOR Advised by Kaizheng Wang Research Statistical ML PhD Student, IEOR. Advised by Kaizheng Wang. Research: Statistical ML.

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.

SK Seok-Jin Kim PhD StudentIEOR Advised by Kaizheng Wang Research Statistical ML · Causality PhD Student, IEOR. Advised by Kaizheng Wang. Research: Statistical ML, Causality.

Noah Krever PhD Student Advisors Lily Xu · Rachel Cummings Research Optimization · Probabilistic ML · Statistical ML PhD Student. Advised by Lily Xu, Rachel Cummings. Research: Optimization, Probabilistic ML, Statistical ML.

Adam Lin PhD StudentComputer Science Advised by Ansaf Salleb-Aouissi Research Statistical ML PhD Student, Computer Science. Advised by Ansaf Salleb-Aouissi. Research: Statistical ML.

WL Willy Lin PhD StudentIEOR Advisors Garud Iyengar · Kaizheng Wang Research Statistical ML PhD Student, IEOR. Advised by Garud Iyengar, Kaizheng Wang. Research: Statistical ML.

Conlan Olson PhD StudentComputer Science Advisors Richard Zemel · Toniann Pitassi Research Statistical ML PhD Student, Computer Science. Advised by Richard Zemel, Toniann Pitassi. Research: Statistical ML.

Michael Pressler PhD StudentComputer Science Advised by Bianca Dumitrascu Research Bioinformatics · Statistical ML PhD Student, Computer Science. Advised by Bianca Dumitrascu. Research: Bioinformatics, Statistical ML.

Saeyoung Rho PhD StudentComputer Science Advisors Vishal Misra · Rachel Cummings Research Causality · Probabilistic ML · Statistical ML PhD Student, Computer Science. Advised by Vishal Misra, Rachel Cummings. Research: Causality, Probabilistic ML, Statistical ML.

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.

Matthew Shen PhD StudentStatistics Advised by David Blei Research Causality · Explainable AI · Probabilistic ML · Statistical ML PhD Student, Statistics. Advised by David Blei. Research: Causality, Explainable AI, Probabilistic ML, Statistical ML.

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.

BW Bohan Wu PhD StudentComputer Science, Statistics Advised by David Blei Research Probabilistic ML · Causality · Statistical ML PhD Student, Computer Science, Statistics. Advised by David Blei. Research: Probabilistic ML, Causality, Statistical ML.

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.

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Research Areas

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