Datasets:

emergentphysicslab
/

waveguard-benchmarks

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Tabular Classification

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Tags:

anomaly-detection

time-series-classification

server-monitoring

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emergentphysicslab commited on 11 days ago

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@@ -24,14 +24,13 @@ head-to-head comparisons between WaveGuard and traditional methods.
 ## Benchmark Comparisons (`benchmark_results/`)
-WaveGuard vs. IsolationForest, LOF, and OneClassSVM across 13 datasets.
-**Summary: WaveGuard ranked #1 on 11 of 13 datasets by F1 score.**
 | Dataset | WaveGuard | IsolationForest | LOF | OneClassSVM | Winner |
 |---------|:---------:|:---------------:|:---:|:-----------:|:------:|
 | Credit Card Fraud* | **0.653** | 0.607 | 0.601 | 0.472 | WaveGuard |
-| Phishing URLs* | 0.379 | 0.643 | **0.719** | 0.705 | LOF |
 | 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 |

 ## Benchmark Comparisons (`benchmark_results/`)
+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 |