2 papers
cs.LG2026
Differential Parity: Relative Fairness Between Two Sets of Decisions
Zhe Yu, Xiaoyin Xi, Pranam Prakash Shetty
With AI systems widely applied to assist humans in decision-making processes such as talent hiring, school admission, and loan approval; there is an increasing need to ensure that…
cs.AI2026
From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company
Zhengxu Yu, Yu Fu, Zhiyuan He +5
Individual agent capabilities have advanced rapidly through modular skills and tool integrations, yet multi-agent systems remain constrained by fixed team structures, tightly coupl…