What’s Happening in My Field

Recent arXiv papers in RL post-training · reasoning · self-improvement · multimodal LLMs
Auto-updated weekly via GitHub Actions · Last update: 2026-06-08

StainFlow: Entity-Stain Tracking and Evidence Linking for Process Rewards in GUI Agents

Haojie Hao, Longkun Hao, Yihang Lou et al.

Audio Reasoning

VISA: A Visual Information Strengthened Audio-Reasoning System for the Interspeech 2026 ARC Agent Track

Wenming Tu, Jian Gao, Yanru Huo et al.

Cross-Epoch Adaptive Rollout Optimization for RL Post-Training

Yiming Zong, Yige Wang, Jiashuo Jiang

OpenSkill: Open-World Self-Evolution for LLM Agents

Zhiling Yan, Dingjie Song, Hanrong Zhang et al.

Test-Time Compute Scaling for ASR with Depth-Conditioned Looped Transformers

Yacouba Kaloga, Shashi Kumar, Shakeel A. Sheikh et al.

SCI-PRM: A Tool Aware Process Reward Model for Scientific Reasoning Verification

Xiangyu Zhao, Hengyuan Zhao, Yiheng Wang et al.

FlowPRO: Reward-Free Reinforced Fine-Tuning of Flow-Matching VLAs via Proximalized Preference Optimization

Yihao Wu, He Zhang, Junbo Tan et al.

Food-R1: A Unified Multi-Task Food Vision-Language Model with Reinforcement Learning

Yu Zhu, Yongkang Li, Wenjie Zhu et al.

Libra: Efficient Resource Management for Agentic RL Post-Training

Kaiwen Chen, Xin Tan, Jingzong Li et al.

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