Shakkottai, Srinivas

13 publications

ICLR 2025 CONGO: Compressive Online Gradient Optimization Jeremy Carleton, Prathik Vijaykumar, Divyanshu Saxena, Dheeraj Narasimha, Srinivas Shakkottai, Aditya Akella

ICLR 2025 DOPL: Direct Online Preference Learning for Restless Bandits with Preference Feedback Guojun Xiong, Ujwal Dinesha, Debajoy Mukherjee, Jian Li, Srinivas Shakkottai

AISTATS 2025 Transformers Are Provably Optimal In-Context Estimators for Wireless Communications Vishnu Teja Kunde, Vicram Rajagopalan, Chandra Shekhara Kaushik Valmeekam, Krishna Narayanan, Jean-Francois Chamberland, Dileep Kalathil, Srinivas Shakkottai

NeurIPS 2024 Federated Ensemble-Directed Offline Reinforcement Learning Desik Rengarajan, Nitin Ragothaman, Dileep Kalathil, Srinivas Shakkottai

NeurIPS 2024 Risk-Averse Fine-Tuning of Large Language Models Sapana Chaudhary, Ujwal Dinesha, Dileep Kalathil, Srinivas Shakkottai

ICMLW 2023 Federated Ensemble-Directed Offline Reinforcement Learning Desik Rengarajan, Nitin Ragothaman, Dileep Kalathil, Srinivas Shakkottai

NeurIPS 2022 DOPE: Doubly Optimistic and Pessimistic Exploration for Safe Reinforcement Learning Archana Bura, Aria HasanzadeZonuzy, Dileep Kalathil, Srinivas Shakkottai, Jean-Francois Chamberland

NeurIPS 2022 Enhanced Meta Reinforcement Learning via Demonstrations in Sparse Reward Environments Desik Rengarajan, Sapana Chaudhary, Jaewon Kim, Dileep Kalathil, Srinivas Shakkottai

ICLR 2022 Reinforcement Learning with Sparse Rewards Using Guidance from Offline Demonstration Desik Rengarajan, Gargi Vaidya, Akshay Sarvesh, Dileep Kalathil, Srinivas Shakkottai

AISTATS 2021 Reinforcement Learning for Mean Field Games with Strategic Complementarities Kiyeob Lee, Desik Rengarajan, Dileep Kalathil, Srinivas Shakkottai

AAAI 2021 Learning with Safety Constraints: Sample Complexity of Reinforcement Learning for Constrained MDPs Aria HasanzadeZonuzy, Archana Bura, Dileep M. Kalathil, Srinivas Shakkottai

IJCAI 2021 Model-Based Reinforcement Learning for Infinite-Horizon Discounted Constrained Markov Decision Processes Aria HasanzadeZonuzy, Dileep M. Kalathil, Srinivas Shakkottai

NeurIPS 2021 NeurWIN: Neural Whittle Index Network for Restless Bandits via Deep RL Khaled Nakhleh, Santosh Ganji, Ping-Chun Hsieh, I-Hong Hou, Srinivas Shakkottai