Runze Liu

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authored a paper 16 days ago

ASPO: Asymmetric Importance Sampling Policy Optimization

Paper • 2510.06062 • Published 16 days ago • 13

authored a paper 23 days ago

Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

Paper • 2509.26628 • Published 23 days ago • 13

authored 2 papers about 1 month ago

ReviewRL: Towards Automated Scientific Review with RL

Paper • 2508.10308 • Published Aug 14

A Survey of Reinforcement Learning for Large Reasoning Models

Paper • 2509.08827 • Published Sep 10 • 183

authored 2 papers 3 months ago

Bohdi: Heterogeneous LLM Fusion with Automatic Data Exploration

Paper • 2506.15721 • Published Jun 4

Stabilizing Knowledge, Promoting Reasoning: Dual-Token Constraints for RLVR

Paper • 2507.15778 • Published Jul 21 • 20

authored a paper 7 months ago

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

Paper • 2504.00891 • Published Apr 1 • 14

authored 5 papers 8 months ago

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

Paper • 2402.03807 • Published Feb 6, 2024

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

Paper • 2502.06703 • Published Feb 10 • 153

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

Paper • 2306.03615 • Published Jun 6, 2023

A Large Language Model-Driven Reward Design Framework via Dynamic Feedback for Reinforcement Learning

Paper • 2410.14660 • Published Oct 18, 2024

RAT: Adversarial Attacks on Deep Reinforcement Agents for Targeted Behaviors

Paper • 2412.10713 • Published Dec 14, 2024