Runze Liu

According to our database, Runze Liu authored at least 12 papers between 2022 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

ReviewRL: Towards Automated Scientific Review with RL.

Sihang Zeng, Kai Tian, Kaiyan Zhang, Yuru wang, Junqi Gao, Runze Liu, Sa Yang, Jingxuan Li, Xinwei Long, Jiaheng Ma, Biqing Qi, Bowen Zhou

CoRR, August, 2025

GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning.

Jian Zhao, Runze Liu, Kaiyan Zhang, Zhimu Zhou, Junqi Gao, Dong Li, Jiafei Lyu, Zhouyi Qian, Biqing Qi, Xiu Li, Bowen Zhou

CoRR, April, 2025

VLP: Vision-Language Preference Learning for Embodied Manipulation.

Runze Liu, Chenjia Bai, Jiafei Lyu, Shengjie Sun, Yali Du, Xiu Li

CoRR, February, 2025

Can 1B LLM Surpass 405B LLM? Rethinking Compute-Optimal Test-Time Scaling.

Runze Liu, Junqi Gao, Jian Zhao, Kaiyan Zhang, Xiu Li, Biqing Qi, Wanli Ouyang, Bowen Zhou

CoRR, February, 2025

A large language model-driven reward design framework via dynamic feedback for reinforcement learning.

Shengjie Sun, Runze Liu, Jiafei Lyu, Jingwen Yang, Liangpeng Zhang, Xiu Li

Knowl. Based Syst., 2025

Cross-Domain Offline Policy Adaptation with Optimal Transport and Dataset Constraint.

Jiafei Lyu, Mengbei Yan, Zhongjian Qiao, Runze Liu, Xiaoteng Ma, Deheng Ye, Jingwen Yang, Zongqing Lu, Xiu Li

Proceedings of the Thirteenth International Conference on Learning Representations, 2025

RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors.

Fengshuo Bai, Runze Liu, Yali Du, Ying Wen, Yaodong Yang

Proceedings of the AAAI-25, Sponsored by the Association for the Advancement of Artificial Intelligence, February 25, 2025

2024

PEARL: Zero-shot Cross-task Preference Alignment and Robust Reward Learning for Robotic Manipulation.

Runze Liu, Yali Du, Fengshuo Bai, Jiafei Lyu, Xiu Li

Proceedings of the Forty-first International Conference on Machine Learning, 2024

SEABO: A Simple Search-Based Method for Offline Imitation Learning.

Jiafei Lyu, Xiaoteng Ma, Le Wan, Runze Liu, Xiu Li, Zongqing Lu

Proceedings of the Twelfth International Conference on Learning Representations, 2024

Enhancing Visual Generalization in Reinforcement Learning with Cycling Augmentation.

Shengjie Sun, Jiafei Lyu, Lu Li, Jiazhe Guo, Mengbei Yan, Runze Liu, Xiu Li

Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2024, 2024

2023

Zero-shot Preference Learning for Offline RL via Optimal Transport.

Runze Liu, Yali Du, Fengshuo Bai, Jiafei Lyu, Xiu Li

CoRR, 2023

2022

Meta-Reward-Net: Implicitly Differentiable Reward Learning for Preference-based Reinforcement Learning.

Runze Liu, Fengshuo Bai, Yali Du, Yaodong Yang

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022