emergentphysicslab/

waveguard-benchmarks

Curated benchmark datasets and comparison results for evaluating anomaly detection models. Includes labeled training (normal) and test (mixed normal + anomalous) splits, plus head-to-head comparisons between WaveGuard and traditional methods.

WaveGuard vs. IsolationForest, LOF, and OneClassSVM across 12 datasets. Summary: WaveGuard ranked #1 on all 12 datasets by F1 score.

Dataset… See the full description on the dataset page: https://huggingface.co/datasets/emergentphysicslab/waveguard-benchmarks.