2024
The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection Benchmark
NeurIPS 2024poster
Time-series anomaly detection is a fundamental task across scientific fields and industries. However, the field has long faced the ``elephant in the room:'' critical issues including flawed datasets, biased evaluation measures, and inconsistent benchmarking practices that have remained largely ignor…