Liu, Runze

1. Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling
   2025/02/10 by Runze Liu, Junqi Gao, Liu, Runze +13 · 4 voices · 35 citations
   Computer Science · #Digital Rights Management and Security #cs.CL
2. GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning
   2025/04/01 by Jian Zhao, Runze Liu, Zhao, Jian +18 · 27 citations
   Computer Science · #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #Topic Modeling
3. A Foundational Potential Energy Surface Dataset for Materials
   2025/03/06 by Aaron D. Kaplan, Runze Liu, Kaplan, Aaron D. +15 · 18 citations
   Materials Science · Physics and Astronomy · Chemistry · #Machine Learning in Materials Science #Quantum many-body systems #Advanced Physical and Chemical Molecular Interactions
4. A Survey of Reinforcement Learning for Large Reasoning Models
   2025/09/10 by Kaiyan Zhang, Zhang, Kaiyan, Yuxin Zuo +72 · 55 citations
   Computer Science · #Reinforcement Learning in Robotics #Multimodal Machine Learning Applications #Explainable Artificial Intelligence (XAI)
5. eSLAM: An Energy-Efficient Accelerator for Real-Time ORB-SLAM on FPGA Platform
   2019/06/03 by Runze Liu, Jianlei Yang, Liu, Runze +4 · 3 citations
   Engineering · Computer Science · #Robotics and Sensor-Based Localization #Modular Robots and Swarm Intelligence #Advanced Image and Video Retrieval Techniques
6. A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning
   2024/10/18 by Sun, Shengjie, Liu, Runze, Lyu, Jiafei +3 · 7 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. Efficient Computation Reduction in Bayesian Neural Networks Through Feature Decomposition and Memorization
   2020/05/08 by Jia, Xiaotao, Yang, Jianlei, Liu, Runze +3 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
8. Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR
   2025/07/21 by Wang, Jiakang, Liu, Runze, Zhang, Fuzheng +2 · 17 citations
   #Computation and Language (cs.CL) #FOS: Computer and information sciences
9. VLP: Vision-Language Preference Learning for Embodied Manipulation
   2025/02/17 by Runze Liu, Chenjia Bai, Liu, Runze +8 · 5 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Robotics (cs.RO)
10. SEABO: A Simple Search-Based Method for Offline Imitation Learning
    2024/02/06 by Lyu, Jiafei, Ma, Xiaoteng, Wan, Le +3 · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
11. ReviewRL: Towards Automated Scientific Review with RL
    2025/08/14 by Zeng, Sihang, Tian, Kai, Zhang, Kaiyan +9 · 4 citations
    #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
12. RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors
    2024/12/14 by Fengshuo Bai, Runze Liu, Bai, Fengshuo +7 · 3 citations
    Computer Science · #Adversarial Robustness in Machine Learning
13. PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation
    2023/06/06 by Liu, Runze, Du, Yali, Bai, Fengshuo +2 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
14. On Microstructure Estimation Using Flatbed Scanners for Paper Surface Based Authentication
    2020/08/29 by Runze Liu, Chau-Wai Wong, Liu, Runze +1 · 1 citation
    Computer Science · Engineering · #Digital Media Forensic Detection #FOS: Electrical engineering #Image and Object Detection Techniques #Industrial Vision Systems and Defect Detection #Signal Processing (eess.SP) #electronic engineering #information engineering
15. Materials Graph Library (MatGL), an open-source graph deep learning library for materials science and chemistry
    2025/03/05 by Ko, Tsz Wai, Deng, Bowen, Nassar, Marcel +7 · 2 citations
    #Chemical Physics (physics.chem-ph) #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
16. When Importance Sampling Misallocates Credit: Asymmetric Ratios for Outcome-Supervised RL
    2025/10/07 by Runze Liu, Wang, Jiakang, Cai, Qingpeng +12 · 2 citations
    Decision Sciences · Mathematics · #Simulation Techniques and Applications #Statistical Methods and Inference