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Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs

cs.AI · 2025-05-19 · conditional · novelty 6.0

MT-Path predicts missing entities in N-tuple temporal knowledge graphs by training a mixture of three reinforcement-learning path-finding policies (predicate, core-element, whole-fact) with an auxiliary-aware GCN, and reports state-of-the-art results on NICE and NWIKI.

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  • Mixture Policy based Multi-Hop Reasoning over N-tuple Temporal Knowledge Graphs cs.AI · 2025-05-19 · conditional · none · ref 2

    MT-Path predicts missing entities in N-tuple temporal knowledge graphs by training a mixture of three reinforcement-learning path-finding policies (predicate, core-element, whole-fact) with an auxiliary-aware GCN, and reports state-of-the-art results on NICE and NWIKI.