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Amrit Singh Bedi

Assistant Professor, University of Central Florida

3 papers at NeurIPS 2025

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Poster Session 4

2 papers
Thursday, December 4, 2025 · 4:30 PM → 7:30 PM
Exhibit Hall C,D,E
On the Sample Complexity Bounds of Bilevel Reinforcement Learning
#5413 · Mudit Gaur, Utsav Singh, Amrit Singh Bedi, Raghu Pasupathy, Vaneet Aggarwal

Provide First Ever Sample complexity bounds for a first order bi-level algorithm.
On the Global Optimality of Policy Gradient Methods in General Utility Reinforcement Learning
#3312 · Anas Barakat, Souradip Chakraborty, Peihong Yu, Pratap Tokekar, Amrit Singh Bedi

Poster Session 5

1 paper
Friday, December 5, 2025 · 11:00 AM → 2:00 PM
Exhibit Hall C,D,E
Does Thinking More Always Help? Mirage of Test-Time Scaling in Reasoning Models
#5510 · Soumya Suvra Ghosal, Souradip Chakraborty, Avinash Reddy, Yifu Lu, Mengdi Wang, Dinesh Manocha, Furong Huang, Mohammad Ghavamzadeh, Amrit Singh Bedi