Liu, Zongkai

1. MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning
   2025/03/10 by Fanqing Meng, Lingxiao Du, Meng, Fanqing +27 · 79 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 Liu, Zongkai, Lin, Qian, Yu, Chao +4 · 5 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
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 Liu, Zongkai, Meng, Fanqing, Du, Lingxiao +4 · 5 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Policy-regularized Offline Multi-objective Reinforcement Learning
   2024/01/04 by Lin, Qian, Yu, Chao, Liu, Zongkai +1 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)