Ax Luca Maria Del Bono, Giulio Biroli, Patrick Charbonneau, Marylou Gabri\'e 5/14/2026

The critical slowing down in diffusion models

Theoretical analysis of computational complexity in diffusion models using statistical field theory.

Ax Ahmed Heakl, Youssef Mohamed, Abdullah Sohail, Rania Elbadry, Ahmed Nassar, Peter W. J. Staar, Fahad Shahbaz Khan, Imran Razzak, Salman Khan 5/14/2026

DocAtlas: Multilingual Document Understanding Across 80+ Languages

DocAtlas: Multilingual OCR and document understanding benchmark covering 82 languages and 9 evaluation tasks.

Ax Tommaso Giovannelli, Griffin D. Kent 5/14/2026

CHAL: Council of Hierarchical Agentic Language

CHAL proposes hierarchical multi-agent debate framework for LLM reasoning, addressing limitations of majority voting and confidence escalation.

Ax Zhongkai Yu, Yichen Lin, Chenyang Zhou, Yuwei Zhang, Kun Zhou, Junxia Cui, Haotian Ye, Zhengding Hu, Zaifeng Pan, Ruiyi Wang, Yujie Zhao, Hejia Zhang, Jingbo Shang, Jishen Zhao, Yufei Ding 5/14/2026

ChipMATE: Multi-Agent Training via Reinforcement Learning for Enhanced RTL Generation

ChipMATE uses multi-agent reinforcement learning for RTL code generation with self-trained models compatible with vendor security requirements.

Ax Siyuan Zhu, Chao Yu, Rongxin Yang, Zongkai Liu, Jinjun Hu, Qiwen Chen, Yibo Zhang 5/14/2026

GAGPO: Generalized Advantage Grouped Policy Optimization

Generalized Advantage Grouped Policy Optimization for reinforcement learning on LLM agents, improving credit assignment in multi-turn sparse reward settings.

Ax Zetai Cen, Chenfei Gu, Jin Zhu, Ting Li, Yunxiao Chen, Chengchun Shi 5/14/2026

Learning Perturbations to Extrapolate Your LLM

Framework for enhancing LLM extrapolation performance through learnable continuous perturbations in embedding space rather than discrete fixed designs.