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Career

· Research at LCDM@UIUC, UIUC2024–
· Researcher, UIUC Crowd Dynamics Laboratory2024–

Publications (7)

IterGen: Iterative Semantic-aware Structured LLM Generation with Backtracking
International Conference on Learning Representations · 2024
10
cited
Universal Black-Box Reward Poisoning Attack against Offline Reinforcement Learning
2024
2
cited
Binary Reward Labeling: Bridging Offline Preference and Reward-Based Reinforcement Learning
2024
1
cited
Computational simulations of latent heat thermal energy storage systems---with innovative and first-principles based simulation for the underlying unsteady melting (and solidification) processes
2011
1
cited
PBRL with Offline Reward Modeling on Explicitly Constrained Policies
Two-Step Offline Preference-Based Reinforcement Learning on Explicitly Constrained Policies
Trans. Mach. Learn. Res. · 2025
Two-Step Offline Preference-Based Reinforcement Learning with Constrained Actions
2023
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Rohan Gumaste | Researcher Profile | Sotabase | Sotabase