Liu, Licheng
- RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning
2025/04/24 by Zihan Wang, Wang, Zihan, Kangrui Wang +33 · 77 citations
Computer Science · #Reinforcement Learning in Robotics #Multimodal Machine Learning Applications #Domain Adaptation and Few-Shot Learning
- A Practical Guide to Counterfactual Estimators for Causal Inference with Time-Series Cross-Sectional Data
2021/07/02 by Liu, Licheng, Wang, Ye, Xu, Yiqing · 11 citations
#Applications (stat.AP) #FOS: Computer and information sciences #Methodology (stat.ME)
- Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications
2022/10/15 by Shaoming Xu, Xu, Shaoming, Ankush Khandelwal +21 · 1 citation
Computer Science · Environmental Science · #Artificial Intelligence (cs.AI) #Data Stream Mining Techniques #FOS: Computer and information sciences #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #Neural Networks and Applications
- A Simple "Try Again" Can Elicit Multi-Turn LLM Reasoning
2025/07/18 by Licheng Liu, Liu, Licheng, Zihan Wang +13 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #Topic Modeling
- Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability
2022/12/10 by Zhexiong Liu, Liu, Zhexiong, Licheng Liu +7 · 1 citation
Computer Science · Environmental Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Hydrological Forecasting Using AI #Hydrology and Watershed Management Studies #Machine Learning (cs.LG)
- FREE: The Foundational Semantic Recognition for Modeling Environmental Ecosystems
2023/11/17 by Luo, Shiyuan, Ni, Juntong, Chen, Shengyu +6 · 1 citation
#FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Populations and Evolution (q-bio.PE)