psi(3686) decay 2adaptive mesh 1altermagnet 1angular analysis 1BESIII 1BESIII detector 1branching fraction 1byzantine resilience 1charmonium 1chiral molecules 1decentralized optimization 1diffusion models 1
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math.OC2026★ 5 cited
Prox-DBRO-VR: A Unified Analysis on Byzantine-Resilient Decentralized Stochastic Composite Optimization with Variance Reduction and Non-Asymptotic Convergence Rates
Jinhui Hu, Guo Chen, Huaqing Li +3
The paper proposes a decentralized stochastic proximal‑gradient algorithm that remains robust to Byzantine (malicious or faulty) agents, and enhances its speed using variance‑reduc…
math.OC2026
Efficient state transition algorithm with guaranteed optimality
Xiaojun Zhou, Chunhua Yang, Weihua Gui +1
The state transition algorithm (STA), as an intelligent optimization method grounded in constructivist learning, has been demonstrated to be highly effective in solving complex opt…