44 citations · 76 across the 5 of their papers we have counts for
3 papers · 2 filters
IND-Eval: Aligning Evaluation and Simulation for Industrial Time Series Foundation Models
Vebjørn Haugland, Pavel Gulin, David Foss +5
We introduce IND-Eval, a public benchmark that organizes industrial time series across domains into source-specific forecasting tasks. Relative to established benchmarks such as GI…
Scalable Context-Aware Graph Attention for Unsupervised Anomaly Detection in Large-Scale Mobile Networks
Sara Malacarne, Eirik Hoel-Høiseth, Erlend Aune +2
Mobile network operators must monitor thousands of heterogeneous network elements across the radio access network and the packet core, each exposing high-dimensional KPI time serie…
Context-Aware Graph Attention for Unsupervised Telco Anomaly Detection
Sara Malacarne, Eirik Hoel-Høiseth, Erlend Aune +2
We propose C-MTAD-GAT, an \emph{unsupervised}, \emph{context-aware} graph-attention model for anomaly detection in multivariate time series from mobile networks. C-MTAD-GAT combine…