Zhongzhi Li

1. From System 1 to System 2: A Survey of Reasoning Large Language Models
   2025/02/24 by Zhongzhi Li, Duzhen Zhang, Li, Zhong-Zhi +36 · 71 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Natural Language Processing Techniques
2. The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
   2025/09/02 by Guibin Zhang, Zhang, Guibin, Xiaohang Yu +42 · 1 voice · 49 citations
   Computer Science · #Reinforcement Learning in Robotics #Multimodal Machine Learning Applications #Speech and dialogue systems
3. Agent RL Scaling Law: Agent RL with Spontaneous Code Execution for Mathematical Problem Solving
   2025/05/12 by Xinji Mai, Haotian Xu, Mai, Xinji +13 · 30 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computability, Logic, AI Algorithms #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Metaheuristic Optimization Algorithms Research
4. LongDocURL: a Comprehensive Multimodal Long Document Benchmark Integrating Understanding, Reasoning, and Locating
   2024/12/24 by Chao Deng, Deng, Chao, Jiale Yuan +18 · 18 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Semantic Web and Ontologies
5. RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems?
   2025/01/20 by Haotian Xu, Xing Wu, Xu, Haotian +25 · 10 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
6. ManipLVM-R1: Reinforcement Learning for Reasoning in Embodied Manipulation with Large Vision-Language Models
   2025/05/22 by Zirui Song, Song, Zirui, Mingzhe Li +22 · 13 citations
   Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Robot Manipulation and Learning #Robotics (cs.RO)
7. Beyond Pass@1: Self-Play with Variational Problem Synthesis Sustains RLVR
   2025/08/19 by Xiao Liang, Liang, Xiao, Zhongzhi Li +10 · 25 citations
   Computer Science · #Computation and Language (cs.CL) #Evolutionary Algorithms and Applications #FOS: Computer and information sciences
8. SwS: Self-aware Weakness-driven Problem Synthesis in Reinforcement Learning for LLM Reasoning
   2025/06/10 by Xiao Liang, Zhongzhi Li, Liang, Xiao +13 · 11 citations
   Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
9. CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models
   2024/06/28 by Zhongzhi Li, Mingliang Zhang, Li, Zhong-Zhi +17 · 3 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Educational Technology and Assessment #FOS: Computer and information sciences #Intelligent Tutoring Systems and Adaptive Learning
10. SOLIDGEO: Measuring Multimodal Spatial Math Reasoning in Solid Geometry
    2025/05/27 by Wang, Peijie, Chao Yang, Yang, Chao +14 · 7 citations
    Computer Science · Engineering · #Computational Geometry (cs.CG) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Spatial Cognition and Navigation
11. TL;DR: Too Long, Do Re-weighting for Efficient LLM Reasoning Compression
    2025/06/03 by Zhongzhi Li, Li, Zhong-Zhi, Xiao Liang +22 · 5 citations
    Computer Science · #Computation and Language (cs.CL) #Computational Engineering #FOS: Computer and information sciences #FOS: Mathematics #Finance #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Numerical Analysis (math.NA) #Topic Modeling #and Science (cs.CE)
12. Enhancing Multimodal Continual Instruction Tuning with BranchLoRA
    2025/05/31 by Duzhen Zhang, Zhang, Duzhen, Yongcheng Ren +12 · 3 citations
    Computer Science · #Speech and dialogue systems
13. Fuse, Reason and Verify: Geometry Problem Solving with Parsed Clauses from Diagram
    2024/07/10 by Mingliang Zhang, Zhongzhi Li, Zhang, Ming-Liang +7 · 1 citation
    Computer Science · #Artificial Intelligence (cs.AI) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Model-Driven Software Engineering Techniques #Teaching and Learning Programming
14. LiteLong: Resource-Efficient Long-Context Data Synthesis for LLMs
    2025/09/19 by Junlong Jia, Xing Wu, Jia, Junlong +19 · 1 citation
    Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Scientific Computing and Data Management #Semantic Web and Ontologies
15. Stale but Stable: Staleness-Adaptive Trust Regions for Stabilizing Asynchronous Reinforcement Learning
    2026/07/21 by Junyao Yang, Yucheng Shi, Zongxia Li +6
    #cs.LG #cs.CL