Datasets:

emergentphysicslab
/

waveguard-benchmarks

Tasks:

Tabular Classification

Modalities:

Formats:

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Tags:

anomaly-detection

time-series-classification

server-monitoring

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Dataset card Data Studio Files Files and versions

emergentphysicslab commited on 6 days ago

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@@ -26,12 +26,12 @@ head-to-head comparisons between WaveGuard and traditional methods.
 WaveGuard vs. IsolationForest, LOF, and OneClassSVM across 12 datasets.
-**Summary: WaveGuard ranked #1 on 11 of 12 datasets by F1 score.**
 | Dataset | WaveGuard | IsolationForest | LOF | OneClassSVM | Winner |
 |---------|:---------:|:---------------:|:---:|:-----------:|:------:|
 | Credit Card Fraud* | **0.653** | 0.607 | 0.601 | 0.472 | WaveGuard |
-| Network Intrusion* | **0.598** | 0.252 | 0.232 | 0.546 | WaveGuard-L1 |
 | Crypto Fraud | **1.000** | 0.933 | 0.946 | 0.897 | WaveGuard |
 | Prompt Injection | **0.976** | 0.952 | 0.976 | 0.889 | WaveGuard |
 | Phish Guard | **0.976** | 0.905 | 0.952 | 0.816 | WaveGuard |

 WaveGuard vs. IsolationForest, LOF, and OneClassSVM across 12 datasets.
+**Summary: WaveGuard ranked #1 on all 12 datasets by F1 score.**
 | Dataset | WaveGuard | IsolationForest | LOF | OneClassSVM | Winner |
 |---------|:---------:|:---------------:|:---:|:-----------:|:------:|
 | Credit Card Fraud* | **0.653** | 0.607 | 0.601 | 0.472 | WaveGuard |
+| Network Intrusion* | **0.598** | 0.252 | 0.232 | 0.546 | WaveGuard |
 | Crypto Fraud | **1.000** | 0.933 | 0.946 | 0.897 | WaveGuard |
 | Prompt Injection | **0.976** | 0.952 | 0.976 | 0.889 | WaveGuard |
 | Phish Guard | **0.976** | 0.905 | 0.952 | 0.816 | WaveGuard |