Articles with "topological temporal" as a keyword



Topological-Temporal Convolution Transformer Hawkes Process for Causal Structural Learning in Telecom Networks

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Published in 2025 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2025.3582307

Abstract: Accurate causal discovery in telecommunication alarm event sequences is crucial for reliable root cause analysis, but presents significant challenges due to complex topological dependencies and inherent alarm redundancy. To address these challenges, we propose the… read more here.

Keywords: topological temporal; convolution; event; transformer ... See more keywords