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Rishi Desai

3 accepted papers

2024

Privacy-Constrained Policies via Mutual Information Regularized Policy Gradients

AISTATS 2024poster

As reinforcement learning techniques are increasingly applied to real-world decision problems, attention has turned to how these algorithms use potentially sensitive information. We consider the task of training a policy that maximizes reward while minimizing disclosure of certain sensitive state va…

Cited by 6SourcePDFScholar
2021

Home Action Genome: Cooperative Compositional Action Understanding

CVPR 2021poster

Existing research on action recognition treats activities as monolithic events occurring in videos. Recently, the benefits of formulating actions as a combination of atomic-actions have shown promise in improving action understanding with the emergence of datasets containing such annotations, allowi…

Cited by 90PDFcodeScholar