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20242026
most citedUnderstanding Agent Scaling in LLM-Based Multi-Agent Systems via Diversity

2 citations · 4 across the 7 of their papers we have counts for

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math.OC2025

Optimal Decentralized Smoothed Online Convex Optimization

Neelkamal Bhuyan, Debankur Mukherjee, Adam Wierman

We study the multi-agent Smoothed Online Convex Optimization (SOCO) problem, where agents interact through a communication graph. In each round, each agent receives a stron…

math.OC2024

Learning the Uncertainty Sets for Control Dynamics via Set Membership: A Non-Asymptotic Analysis

Yingying Li, Jing Yu, Lauren Conger +2

This paper studies uncertainty set estimation for unknown linear systems. Uncertainty sets are crucial for the quality of robust control since they directly influence the conservat…