Research area

Probabilistic ML

Probabilistic models and Bayesian inference under uncertainty.

Faculty

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

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.

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

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

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

John Paisley SEAS Faculty Associate ProfessorElectrical Engineering Research Probabilistic ML Associate Professor, Electrical Engineering. Research: Probabilistic ML.

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

Postdoctoral Researchers

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

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.

NB Nicolas Beltran-Velez PhD StudentComputer Science, Statistics Advised by David Blei Research Probabilistic ML · Explainable AI PhD Student, Computer Science, Statistics. Advised by David Blei. Research: Probabilistic ML, Explainable AI.

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.

JH Justin Hong PhD StudentComputer Science Advised by Elham Azizi Research Bioinformatics · Causality · Probabilistic ML PhD Student, Computer Science. Advised by Elham Azizi. Research: Bioinformatics, Causality, Probabilistic ML.

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.

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.

LS Loqman Salamatian PhD StudentComputer Science Advised by Vishal Misra Research Probabilistic ML PhD Student, Computer Science. Advised by Vishal Misra. Research: Probabilistic ML.

Sebastian Salazar PhD StudentComputer Science Advisors Ansaf Salleb-Aouissi · David Blei Research Probabilistic ML PhD Student, Computer Science. Advised by Ansaf Salleb-Aouissi, David Blei. Research: Probabilistic 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.

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.

MZ Mingxuan Zhang PhD StudentSystems Biology Advised by Elham Azizi Research Bioinformatics · Causality · Probabilistic ML PhD Student, Systems Biology. Advised by Elham Azizi. Research: Bioinformatics, Causality, Probabilistic 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