Laixi Shi
- Distributionally Robust Model-Based Offline Reinforcement Learning with Near-Optimal Sample Complexity
2022/08/11 by Laixi Shi, Shi, Laixi, Yuejie Chi +1 · 9 citations
Computer Science · #Reinforcement Learning in Robotics
- Seeing is not Believing: Robust Reinforcement Learning against Spurious Correlation
2023/07/15 by Wenhao Ding, Ding, Wenhao, Laixi Shi +5 · 8 citations
Computer Science · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MoDoMoDo: Multi-Domain Data Mixtures for Multimodal LLM Reinforcement Learning
2025/05/30 by Yiqing Liang, Jielin Qiu, Liang, Yiqing +17 · 13 citations
Computer Science · #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning #Reinforcement Learning in Robotics
- Sample Complexity of Offline Distributionally Robust Linear Markov Decision Processes
2024/03/19 by He Wang, Wang, He, Laixi Shi +3 · 3 citations
Computer Science · #Bayesian Modeling and Causal Inference
- Enhancing Efficiency of Safe Reinforcement Learning via Sample Manipulation
2024/05/31 by Shangding Gu, Laixi Shi, Gu, Shangding +11 · 3 citations
Computer Science · #Reinforcement Learning in Robotics #Anomaly Detection Techniques and Applications
- Robust Gymnasium: A Unified Modular Benchmark for Robust Reinforcement Learning
2025/02/27 by Shangding Gu, Gu, Shangding, Laixi Shi +13 · 6 citations
Computer Science · #Adaptive Dynamic Programming Control #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Robotics (cs.RO)
- BECAUSE: Bilinear Causal Representation for Generalizable Offline Model-based Reinforcement Learning
2024/07/15 by H. Jill Lin, Wenhao Ding, Lin, Haohong +11 · 1 citation
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics