Search Results for author: Aritra Samanta

Found 2 papers, 0 papers with code

R^3: On-device Real-Time Deep Reinforcement Learning for Autonomous Robotics

no code implementations29 Aug 2023 Zexin Li, Aritra Samanta, Yufei Li, Andrea Soltoggio, Hyoseung Kim, Cong Liu

These components collaboratively tackle the trade-offs in on-device DRL training, improving timing and algorithm performance while minimizing the risk of out-of-memory (OOM) errors.

Autonomous Vehicles

PIMbot: Policy and Incentive Manipulation for Multi-Robot Reinforcement Learning in Social Dilemmas

no code implementations29 Jul 2023 Shahab Nikkhoo, Zexin Li, Aritra Samanta, Yufei Li, Cong Liu

Our work introduces a new angle for manipulation in recent multi-agent RL social dilemmas that utilize a unique reward function for incentivization.

Reinforcement Learning (RL)

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