Ax Yuanhong Zheng, Ruichuan An, Xiaopeng Lin, Yuxing Liu, Sihan Yang, Huanyu Zhang, Haodong Li, Qintong Zhang, Renrui Zhang, Guopeng Li, Yifan Zhang, Yuheng Li, Wentao Zhang 3/24/2026

PEARL: Personalized Streaming Video Understanding Model

PEARL: streaming video understanding model for personalized real-time interactive responses from continuous visual input and instant feedback.

Ax Weili Cao, Xunjian Yin, Bhuwan Dhingra, Shuyan Zhou 3/24/2026

Coding Agents are Effective Long-Context Processors

Study showing coding agents effectively process long context by externalizing processing into explicit executable interactions rather than latent attention.

Ax Ian Osband 3/24/2026

Delightful Distributed Policy Gradient

Distributed reinforcement learning approach addressing negative learning from high-surprisal data in stale or mismatched actor scenarios.

Ax Ian Osband 3/24/2026

Does This Gradient Spark Joy?

Policy gradient optimization method using 'delight' metric to selectively compute backward passes, reducing computation while maintaining learning value.

Ax Tony Mason 3/24/2026

Epistemic Observability in Language Models

Analysis of inverse correlation between model confidence and accuracy across Llama, Qwen, Mistral, and OLMo; formal proof that miscalibration is observational not capability gap.

Ax Wenjun Huang, Shenghao Fu, Yian Jin, Yang Ni, Ziteng Cui, Hanning Chen, Yirui He, Yezi Liu, Sanggeon Yun, SungHeon Jeong, Ryozo Masukawa, William Youngwoo Chung, Mohsen Imani 3/24/2026

MERIT: Multi-domain Efficient RAW Image Translation

MERIT addresses domain shifts in RAW images across camera sensors via efficient multi-domain translation model.

Ax Mohamed Aymen Bouyahia, Argyris Kalogeratos 3/24/2026

Enhancing LIME using Neural Decision Trees

Enhances LIME interpretability framework using neural decision trees for better explanation of complex ML models on tabular data.

Ax Reshabh K Sharma, Dan Grossman 3/24/2026

AC4A: Access Control for Agents

AC4A access control framework enabling fine-grained permission management for LLM agents interacting with external APIs and tools.