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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

Kun Yao

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#natural language process... Preprint Sep 2026

UniPolicy: Unified Objective-Specific Policies for Generative Search Advertising

Search advertising connects user intent with commercial content and plays a critical role in platform monetization. Recent systems typically align pretrained generative models with a single business reward, such as eCPM, or use naive reward fusion for preliminary multi-objective alignment. However, an ideal search adve...

Kun Yao, Yu-Hang Zhou, Yi-Chi Zhang et al. · 0 citations
Book Open access Jul 2026

DPEO: Dynamic Preference Evolution Optimization for Self-Evolving CTR Prediction

This paper proposes DPEO (Dynamic Preference Evolution Optimization), a co-evolutionary framework that transforms CTR modeling into a dynamic policy contention task, enabling the sub-learners to serve as alternating evolutionary benchmarks and 'self-evolve' toward the global optimum.

Kun Yao, Congcong Liu, Ziheng Ni et al. · 0 citations

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