arXiv AI

The Optimization Trilemma: Efficiency, Comfort and Fairness in Decentralized Multi-agent Coordination

arXiv:2607. 17311v1 Announce Type: cross Abstract: The problem of fair multi-agent coordination in decentralized settings is one of the most pressing challenges for building efficient collaborative systems.

arXiv Machine Learning
Jul 30

Parameterized Fair Resource Allocation under Diversity Constraints

arXiv:2607. 26485v1 Announce Type: cross Abstract: Resource allocation across multiple agent groups arises in many applications including e-commerce recommendation systems, housing assignment, and course allocation, and is commonly formulated as an optimization problem with diversity constraints to ensure group fairness.

By Keke Huang, Yik Yu Ng, Laks V. S. Lakshmanan, Xiaokui Xiao