Kishan Panaganti

1. Robust Reinforcement Learning using Offline Data
   2022/08/10 by Kishan Panaganti, Panaganti, Kishan, Zaiyan Xu +5 · 22 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Reinforcement Learning in Robotics #Fault Detection and Control Systems
2. Sample Complexity of Robust Reinforcement Learning with a Generative\n Model
   2021/12/02 by Kishan Panaganti, Panaganti, Kishan, Dileep Kalathil +1 · 15 citations
   Business, Management and Accounting · Computer Science · Engineering · #Advanced Control Systems Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Supply Chain and Inventory Management
3. Bridging Distributionally Robust Learning and Offline RL: An Approach to Mitigate Distribution Shift and Partial Data Coverage
   2023/10/27 by Kishan Panaganti, Panaganti, Kishan, Zaiyan Xu +5 · 4 citations
   Computer Science · Decision Sciences · #Adaptive Dynamic Programming Control #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
4. Hybrid Transfer Reinforcement Learning: Provable Sample Efficiency from Shifted-Dynamics Data
   2024/11/06 by Chenyuan Qu, Qu, Chengrui, Laixi Shi +7 · 4 citations
   Computer Science · Engineering · #Adaptive Dynamic Programming Control #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics #Traffic control and management
5. Evolving Language Models without Labels: Majority Drives Selection, Novelty Promotes Variation
   2025/09/18 by Yujun Zhou, Zhou, Yujun, Liang, Zhenwen +16 · 11 citations
   Computer Science · Medicine · #Topic Modeling #Artificial Intelligence in Healthcare and Education #Multimodal Machine Learning Applications
6. Tractable Equilibrium Computation in Markov Games through Risk Aversion
   2024/06/20 by Eric Mazumdar, Mazumdar, Eric, Kishan Panaganti +3 · 2 citations
   Decision Sciences · Computer Science · #Game Theory and Applications #Optimization and Search Problems #Computability, Logic, AI Algorithms
7. Guided Self-Evolving LLMs with Minimal Human Supervision
   2025/12/02 by Wenhao Yu, Yu, Wenhao, Liang, Zhenwen +8 · 1 citation
   Computer Science · #Topic Modeling #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning
8. Efficient Policy Optimization in Robust Constrained MDPs with Iteration Complexity Guarantees
   2025/05/25 by S. Ganguly, Kishan Panaganti, Ganguly, Sourav +5 · 2 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Optimization and Search Problems #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
9. Stale but Stable: Staleness-Adaptive Trust Regions for Stabilizing Asynchronous Reinforcement Learning
   2026/07/21 by Junyao Yang, Yucheng Shi, Zongxia Li +6
   Computer Science · #cs.LG #cs.CL