3 papers
math.OC2025
Distributed Online Stochastic Convex-Concave Optimization: Dynamic Regret Analyses under Single and Multiple Consensus Steps
Wentao Zhang, Baoyong Zhang, Deming Yuan +2
This paper considers the distributed online convex-concave optimization with constraint sets over a multiagent network, in which each agent autonomously generates a series of decis…
cs.CV2025
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model
Yang Shi, Jiaheng Liu, Yushuo Guan +12
Long-context video understanding in multimodal large language models (MLLMs) faces a critical challenge: balancing computational efficiency with the retention of fine-grained spati…
math.OC2023
Improved Dynamic Regret of Distributed Online Multiple Frank-Wolfe Convex Optimization
Wentao Zhang, Yang Shi, Baoyong Zhang +1
In this paper, we consider a distributed online convex optimization problem over a time-varying multi-agent network. The goal of this network is to minimize a global loss function…