作者位次 #5/8ACL 2026Poster· Natural Language Processing
Evolving Beyond Snapshots: Harmonizing Structure and Sequence via Entity State Tuning for Temporal Knowledge Graph Forecasting
Siyuan Li · Yunjia Wu · Yiyong Xiao · Pingyang Huang · Peize Li · Ruitong Liu · Yan Wen · Te Sun
摘要
Temporal knowledge graph (TKG) forecasting requires predicting future facts by jointly modeling structural dependencies within each snapshot and temporal evolution across snapshots. However, most existing methods are stateless: they recompute entity representations at each timestamp from a limite...