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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Zai-Yun Peng

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Preprint Jul 2026

Hager-Zhang Conjugate Gradient Method for Set Optimization with Set-Valued Objective Map of Finite Cardinality

This work introduces a nonlinear Hager-Zhang conjugate gradient method for solving set optimization problems. The objective function under consideration is defined by a finite collection of continuously differentiable functions. Notably, the proposed approach imposes restrictions neither on the existence of a finite ge...

Ravi Raushan, Debdas Ghosh, Zai-Yun Peng · 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

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