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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

Jong-Shi Pang

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Jul 2026

Online Optimization of Difference-of-Convex Compositions with Smooth Mappings

This work proposes a time-smoothed proximal linear algorithm and a local-regret measure based on a proximal residual mapping that is a proper stationarity measure for the original problem: its fixed-point condition implies first-order stationarity.

Jingwei Ji, Jong-Shi Pang, Renyuan Xu · 0 citations

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