Fahim Tajwar

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 12

Top Topics

Reinforcement Learning

Reactive Behavior

Exploration Exploitation Tradeoff

Surgical Navigation

Top Venues

Proc. Natl. Acad. Sci. USA

Trans. Mach. Learn. Res.

Publications

Fahim Tajwar, Anikait Singh, Archit Sharma, Rafael Rafailov, Jeff Schneider, Tengyang Xie, Stefano Ermon, Chelsea Finn, Aviral Kumar
Preference Fine-Tuning of LLMs Should Leverage Suboptimal, On-Policy Data. CoRR (2024)
Caroline Choi, Fahim Tajwar, Yoonho Lee, Huaxiu Yao, Ananya Kumar, Chelsea Finn
Conservative Prediction via Data-Driven Confidence Minimization. Trans. Mach. Learn. Res. 2024 (2024)
Yoonho Lee, Annie S. Chen, Fahim Tajwar, Ananya Kumar, Huaxiu Yao, Percy Liang, Chelsea Finn
Surgical Fine-Tuning Improves Adaptation to Distribution Shifts. ICLR (2023)
Max Sobol Mark, Archit Sharma, Fahim Tajwar, Rafael Rafailov, Sergey Levine, Chelsea Finn
Offline Retraining for Online RL: Decoupled Policy Learning to Mitigate Exploration Bias. CoRR (2023)
Caroline Choi, Fahim Tajwar, Yoonho Lee, Huaxiu Yao, Ananya Kumar, Chelsea Finn
Conservative Prediction via Data-Driven Confidence Minimization. CoRR (2023)
Allan Zhou, Fahim Tajwar, Alexander Robey, Tom Knowles, George J. Pappas, Hamed Hassani, Chelsea Finn
Do deep networks transfer invariances across classes? ICLR (2022)
Yoonho Lee, Annie S. Chen, Fahim Tajwar, Ananya Kumar, Huaxiu Yao, Percy Liang, Chelsea Finn
Surgical Fine-Tuning Improves Adaptation to Distribution Shifts. CoRR (2022)
Annie Xie, Fahim Tajwar, Archit Sharma, Chelsea Finn
When to Ask for Help: Proactive Interventions in Autonomous Reinforcement Learning. NeurIPS (2022)
Allan Zhou, Fahim Tajwar, Alexander Robey, Tom Knowles, George J. Pappas, Hamed Hassani, Chelsea Finn
Do Deep Networks Transfer Invariances Across Classes? CoRR (2022)
Annie Xie, Fahim Tajwar, Archit Sharma, Chelsea Finn
When to Ask for Help: Proactive Interventions in Autonomous Reinforcement Learning. CoRR (2022)
Jihyeon Janel Lee, Nina R. Brooks, Fahim Tajwar, Marshall Burke, Stefano Ermon, David B. Lobell, Debashish Biswas, Stephen P. Luby
Scalable deep learning to identify brick kilns and aid regulatory capacity. Proc. Natl. Acad. Sci. USA 118 (17) (2021)
Fahim Tajwar, Ananya Kumar, Sang Michael Xie, Percy Liang
No True State-of-the-Art? OOD Detection Methods are Inconsistent across Datasets. CoRR (2021)