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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Yingli Wang

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2 papers indexed here

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Preprint Sep 2026

Global Convergence of Third-Order Langevin Dynamics for Non-Convex Optimization via Simulated Annealing

We study global convergence guarantees of third-order Langevin dynamics for non-convex optimization via simulated annealing with fixed friction and decreasing noise. An explicit three-block distorted entropy transfers dissipation from the noisy auxiliary variable to the full state. Under dissipativity, regularity, and...

Ying-Li Wang, K. Zhang, Lin Zhu · 0 citations
Preprint Aug 2026

Improved Analysis for Hessian-free High-resolution Monte Carlo Sampling

An explicit quantitative contraction rate is established for HFHR dynamics under a position Poincar\'e inequality, weighted Hessian and Laplacian bounds, and a compact Sobolev embedding, where the potential function is not necessarily convex.

Wu-Jun Lv, Xiao-Yu Wang, Ying-Li Wang et al. · 0 citations

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