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Jakub Jeck

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#graph neural networks Dataset Open access Sep 2026

RIDGE: an emulated-network telemetry dataset with trained checkpoints and evaluation outputs for root cause analysis

RIDGE (Residual-Informed Diagnosis from Graph-Structured Evidence) is a two-stage temporal graph neural network architecture for root cause analysis (RCA) in computer networks. A probabilistic emulator forecasts the next telemetry snapshot in a fault-free network. Comparing the observations with that forecast produces...

Jakub Jeck · 0 citations
#graph neural networks Dataset Open access Sep 2026

RIDGE: an emulated-network telemetry dataset with trained checkpoints and evaluation outputs for root cause analysis

RIDGE (Residual-Informed Diagnosis from Graph-Structured Evidence) is a two-stage temporal graph neural network architecture for root cause analysis (RCA) in computer networks. A probabilistic emulator forecasts the next telemetry snapshot in a fault-free network. Comparing the observations with that forecast produces...

Jakub Jeck · 0 citations

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