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arXiv cs.AIAugust 17, 2026

GTIN: A Unified Framework for Joint Event and Time Prediction in Temporal Graphs

Excerpt

arXiv:2607.23556v2 Announce Type: replace-cross Abstract: Temporal graphs are increasingly used to model dynamic systems in diverse domains such as social networks, financial networks, and traffic networks. Predicting both what the next event will be and when it will occur in these systems is crucial for understanding and anticipating complex behaviors, but has not been studied much. To address this gap, we propose a unified mathematical framework capable of capturing varying degrees of complexi