Proceedings of the 32nd ACM International Conference on Information and Knowledge Management 2023
DOI: 10.1145/3583780.3614926
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iLoRE: Dynamic Graph Representation with Instant Long-term Modeling and Re-occurrence Preservation

Siwei Zhang,
Yun Xiong,
Yao Zhang
et al.

Abstract: Continuous-time dynamic graph modeling is a crucial task for many real-world applications, such as financial risk management and fraud detection. Though existing dynamic graph modeling methods have achieved satisfactory results, they still suffer from three key limitations, hindering their scalability and further applicability. i) Indiscriminate updating. For incoming edges, existing methods would indiscriminately deal with them, which may lead to more time consumption and unexpected noisy information. ii) Ine… Show more

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