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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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B. Ren

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Preprint Aug 2026

IAPO: Influence-Aware Policy Optimization for Credit Assignment in Multi-Turn Service Agents

Influence-Aware Policy Optimization (IAPO), which represents each rollout as a typed influence-dependency graph over trainable agent actions, with user and tool observations serving as evidence, is introduced and advances the understanding of credit assignment in multi-turn user interactions.

B. Ren, Yirong Mao, Y. Yang et al. · 0 citations

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