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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

Xueming Qian

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Book Open access Aug 2026

CanonFedRec: A Canonical Geometric Framework for Personalized Federated Recommendation

CanonFedRec is proposed, a novel framework that achieves superior performance while reducing memory costs by up to 40× compared to the best FedRec approach and treats item-wise variance as a proxy for client-side cognitive divergence, and dynamically adapting optimization objectives via elastic decision boundaries.

Yunqi Mi, Zeyu Hao, Guoshuai Zhao et al. · 1 citation

Dynamic Multi-Path Retrieval for Knowledge-based Visual Question Answering

Dynamic Multi-Path Retrieval for KB-VQA (DMRAG) is proposed, which re-trieves candidates through multiple retrieval paths that capture complementary visual and semantic cues and performs Question-Adaptive Gated Fusion to balance contributions from different modalities according to the query’s information need.

Zeyu Song, Yimin Deng, Yuxin Zhang et al. · 0 citations