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: 2026-04-27

S1-VL: Scientific Multimodal Reasoning Model with Thinking-with-Images

Qingxiao Li, Lifeng Xu, QingLi Wang et al.

Self-Improvement

Learning to Evolve: A Self-Improving Framework for Multi-Agent Systems via Textual Parameter Graph Optimization

Shan He, Runze Wang, Zhuoyun Du et al.

Self-Improvement

IRIS: Interpolative Rényi Iterative Self-play for Large Language Model Fine-Tuning

Wenjie Liao, Like Wu, Liangjie Zhao et al.

Self-Improvement

Scaling Self-Play with Self-Guidance

Luke Bailey, Kaiyue Wen, Kefan Dong et al.

The Expense of Seeing: Attaining Trustworthy Multimodal Reasoning Within the Monolithic Paradigm

Karan Goyal, Dikshant Kukreja

Self-Improvement

Bootstrapping Post-training Signals for Open-ended Tasks via Rubric-based Self-play on Pre-training Text

Chengyu Huang, Sheng-Yen Chou, Zhengxin Zhang et al.

Self-Improvement

The Essence of Balance for Self-Improving Agents in Vision-and-Language Navigation

Zhen Liu, Yuhan Liu, Jinjun Wang et al.

How Far Are Video Models from True Multimodal Reasoning?

Xiaotian Zhang, Jianhui Wei, Yuan Wang et al.

Proactive Detection of GUI Defects in Multi-Window Scenarios via Multimodal Reasoning

Xinyao Zhang, Rui Wang, Jinhao Cui et al.

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