Oct 2026
Stochastic Frank–Wolfe methods for stochastic multi-objective optimization
Yong Zhao, Yue-Lei Zhu, Wang Chen et al.
· Positivity (Dordrecht) · 0 citations
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Preprint
Sep 2026
A Tight Surrogate-Based Adaptive Step Size for the Multiobjective Conditional Gradient Method
It is proved that the proposed step size preserves the descent property of the MCondG method, and has an improved worst-case complexity bound compared with the original adaptive step size strategy.
Wang Chen, Yong Zhao, Li-Ping Tang et al.
· 0 citations
Preprint
Aug 2026
A Momentum-Based Variance-Reduced Algorithm for Federated Multiobjective Optimization
A momentum-based variance-reduced algorithm for federated multiobjective optimization that incorporates a momentum-driven gradient estimator into the local updates to reduce the variance of stochastic updates, leading to an improved convergence rate.
Yong Zhao, Chunlin You, M. N. Dao et al.
· 0 citations