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: 2026-04-13

Process Reward Agents for Steering Knowledge-Intensive Reasoning

Jiwoong Sohn, Tomasz Sternal, Kenneth Styppa et al.

Audio Reasoning

GRM: Utility-Aware Jailbreak Attacks on Audio LLMs via Gradient-Ratio Masking

Yunqiang Wang, Hengyuan Na, Di Wu et al.

Visually-Guided Policy Optimization for Multimodal Reasoning

Zengbin Wang, Feng Xiong, Liang Lin et al.

Self-Improvement

Self-Improving 4D Perception via Self-Distillation

Nan Huang, Pengcheng Yu, Weijia Zeng et al.

OpenVLThinkerV2: A Generalist Multimodal Reasoning Model for Multi-domain Visual Tasks

Wenbo Hu, Xin Chen, Yan Gao-Tian et al.

Multimodal Reasoning with LLM for Encrypted Traffic Interpretation: A Benchmark

Longgang Zhang, Xiaowei Fu, Fuxiang Huang et al.

Brain3D: EEG-to-3D Decoding of Visual Representations via Multimodal Reasoning

Emanuele Balloni, Emanuele Frontoni, Chiara Matti et al.

HIVE: Query, Hypothesize, Verify An LLM Framework for Multimodal Reasoning-Intensive Retrieval

Mahmoud Abdalla, Mahmoud SalahEldin Kasem, Mohamed Mahmoud et al.

Self-Improvement

Reproducing AlphaZero on Tablut: Self-Play RL for an Asymmetric Board Game

Tõnis Lees, Tambet Matiisen

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