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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

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Wentao Zhang

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Jul 2026

Data-Dependent Regret and Polyak Corrections for Constrained Online Convex Optimization

AdaOGD-PFS is proposed, an adaptive-step-size method that achieves O(sqrt(G_T) regret with per-round feasibility while preserving per-round feasibility and identifies a nonnegative Polyak correction P_T that enters the regret bound with a negative sign.

Wen-Tao Zhang · 0 citations

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