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20242026
most citedSemantic-Enhanced Time-Series Forecasting via Large Language Models

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cs.CL2026

CHE-TKG: Collaborative Historical Evidence and Evolutionary Dynamics Learning for Temporal Knowledge Graph Reasoning

Shuai-long Lei, Xiaobin Zhu, Jiarui Liang +3

Temporal knowledge graph (TKG) reasoning aims to predict future events from historical facts. A key challenge lies in jointly capturing two sources of predictive information in TKG…