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Published Date

Publication

No One Knows the State of the Art in Geospatial Foundation Models

Isaac Corley, Nils Lehmann, Caleb Robinson, Gabriel Tseng, Anthony Fuller, Hamed Alemohammad, Evan Shelhamer, Jennifer Marcus, Hannah Kerner

May 2026

Publication

Multi-Rollout On-Policy Distillation via Peer Successes and Failures

Weicheng Yu, Xiaomin Li, Yizhou Zhao, Xiaoze Liu, Ruowang Zhang, Haixin Wang, Yinyi Luo, Chenglin Wu, Gaurav Mittal, Matt Fredrikson, Yu Hu

May 2026

Microsoft Research Blog

SocialReasoning-Bench: Measuring whether AI agents act in users’ best interests

May 11, 2026 | Tyler Payne, Will Epperson, Safoora Yousefi, Zachary Huang, Gagan Bansal, Wenyue Hua, Maya Murad, Asli Celikyilmaz, Saleema Amershi

Using SocialReasoning Bench, we observed a stable pattern across models—agents execute competently, but fail to consistently improve the user’s position, even with explicit instructions to optimize for user interest.

Social Reasoning Bench | four icons on a blue to green gradient | person icon, chat bubble icon, chart icon, checklist icon

Publication

DeepRefine: Agent-Compiled Knowledge Refinement via Reinforcement Learning

Haoyu Huang, Jiaxin Bai, Shujie Liu, Yang Wei, Hong Ting Tsang, Yisen Gao, Zhongwei Xie, Yufei Li, Yangqiu Song

May 2026

Publication

Sample-Mean Anchored Thompson Sampling for Offline-to-Online Learning with Distribution Shift

Bochao Li, Yao Fu, Wei Chen, Fang-yuan Kong

May 2026

Publication

EmbodiSkill: Skill-Aware Reflection for Self-Evolving Embodied Agents

Ruofei Ju, Xinrui Wang, Xin Ding, Yifan Yang, Haotian Wu, Shiqi Jiang, Qianxi Zhang, Hao Wen, Xiangyu Li, Weijun Wang, Kunchang Li, Yunxin Liu, Haipeng Dai, Wei Wang, Ting Cao

May 2026

Publication