Ax Xiangqi Wang, Yue Huang, Haomin Zhuang, Kehan Guo, Xiangliang Zhang 4/2/2026

Dual Optimal: Make Your LLM Peer-like with Dignity

Dignified Peer framework addressing evasive and sycophantic behavior in aligned LLMs through anti-sycophancy and empathy.

Ax Zhengyang Tang, Ke Ji, Xidong Wang, Zihan Ye, Xinyuan Wang, Yiduo Guo, Ziniu Li, Chenxin Li, Jingyuan Hu, Shunian Chen, Tongxu Luo, Jiaxi Bi, Zeyu Qin, Shaobo Wang, Xin Lai, Pengyuan Lyu, Junyi Li, Can Xu, Chengquan Zhang, Han Hu, Ming Yan, Benyou Wang 4/2/2026

Do Phone-Use Agents Respect Your Privacy?

MyPhoneBench: evaluation framework measuring privacy-compliant behavior in mobile phone-use agents during task execution.

Ax Yiru Wang, Xinyue Shen, Yaohui Han, Michael Backes, Pin-Yu Chen, Tsung-Yi Ho 4/2/2026

OrgAgent: Organize Your Multi-Agent System like a Company

OrgAgent: hierarchical multi-agent framework organizing LLM-based agents into governance, execution, and compliance layers for complex reasoning.

Ax Mona Schirmer, Anton Thielmann, Pola Schw\"obel, Thomas Martynec, Giuseppe Di Benedetto, Ben London, Yannik Stein 4/2/2026

Aligning Recommendations with User Popularity Preferences

Study on popularity bias in recommender systems and alignment with user preferences for popular vs niche content.

Ax Ken M. Nakanishi 4/2/2026

Screening Is Enough

Multiscreen architecture introducing explicit query-key relevance rejection mechanism in attention, improving LLM discrimination of irrelevant information.