3 papers
cs.LG2026
Fully Distributed GNE Algorithms for Multi-Robot Placement without Consensus on Multipliers
Shao-An Yin, Mingyi Hong, Nicola Elia
Recent machine learning research has increasingly focused on equilibrium analysis in non-cooperative games rather than solely on optimal solutions. Many such problems involve share…
cs.LG2026
CAAL: Contextual Bandits based Online Hand-Craft Active Learning Strategy Selection
Shao-An Yin, Jiacong Li, Tianpei Xie +3
The challenge with active learning algorithms is the uncertainty of the statistical distribution of unlabeled data, making it difficult to choose the best hand-crafted strategy. To…
math.OC2025
Networked Control and Mean Field Problems Under Diagonal Dominance: Decentralized and Social Optimality
Vivek Khatana, Duo Wang, Petros Voulgaris +2
In this article, we employ an input-output approach to expand the study of cooperative multi-agent control and optimization problems characterized by mean-field interactions that a…