Zongkai Liu

1. MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
   2025/03/10 by Fanqing Meng, Meng, Fanqing, Lingxiao Du +27 · 111 citations
   Computer Science · #Advanced Graph Neural Networks #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
2. Offline Multi-Agent Reinforcement Learning via In-Sample Sequential Policy Optimization
   2024/12/10 by Zongkai Liu, Liu, Zongkai, Qian Lin +10 · 7 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Elevator Systems and Control #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Traffic control and management
3. MM-PRM: Enhancing Multimodal Mathematical Reasoning with Scalable Step-Level Supervision
   2025/05/19 by Lingxiao Du, Du, Lingxiao, Fanqing Meng +11 · 9 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
4. CPGD: Toward Stable Rule-based Reinforcement Learning for Language Models
   2025/05/18 by Zongkai Liu, Liu, Zongkai, Fanqing Meng +11 · 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
5. Start Classifying: Categorical Critics for LLM Reinforcement Learning
   2026/08/03 by Zhijian Zhou, Long Li, Xuan Zhang +7
   Computer Science · #cs.LG