no code implementations • 17 May 2024 • Jinchuan Zhang, Bei Hui, Chong Mu, Ming Sun, Ling Tian
Concretely, $\mathsf{HisRES}$ comprises two distinctive modules excelling in structuring historically relevant events within TKGs, including a multi-granularity evolutionary encoder that captures structural and temporal dependencies of the most recent snapshots, and a global relevance encoder that concentrates on crucial correlations among events relevant to queries from the entire history.
no code implementations • 4 Dec 2023 • Jinchuan Zhang, Bei Hui, Chong Mu, Ling Tian
Concretely, it comprises three distinct modules concentrating on multiple aspects of graph structure knowledge within TKGs, including concurrent and evolutional patterns along timestamps, query-specific correlations across timestamps, and semantic dependencies of timestamps, which capture TKG features from various perspectives.