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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

Lu Liu

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Open access Oct 2026

DyHist: Query-Aware Historical Dynamics Modeling for Temporal Knowledge Graph Extrapolation

DyHist is proposed, a query-aware historical dynamics modeling framework for TKG extrapolation that captures local dynamics by separating recent evidence from medium-range contexts and explicitly modeling their query-relevant deviations as predictive features.

Pei-Yuan Jiang, Yao Liu, Yu-Bo Wen et al. · 0 citations

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