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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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Xiaoxi Cheng

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Aug 2026

DCGCE: dual-channel graph embedding for multimodal recommendation with a causal perspective

This paper proposes Dual-Channel Graph Embedding for Multimodal Recommendation with a Causal Perspective (DCGCE), a representation learning framework for multimodal recommendation inspired by a causal perspective on user behavior that consistently outperforms state-of-the-art baselines across multiple evaluation metric...

Zuhua Dai, Zihan Qin, Xiaoxi Cheng et al. · 0 citations

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