# Tabular Anomaly Detection on Satellite Source: [Tabular Anomaly Detection on Satellite]() Collection index: [llms.txt]() Data updated: 2026-05-12T15:08:59.367Z Evaluation of Tabular Anomaly Detection performance on the Satellite dataset, measured using AUC-ROC. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Tabular Anomaly Detection | | Dataset (including any stated split) | Satellite | | Metric | AUC-ROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 30 of 30 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUC-ROC](): Higher is better; unit: SCALAR. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | CausalTAD-135M | 0.843 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | KNN | 0.817 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RTTAD | 0.8143 | Not recorded | 6a02b49ddbc836b87d824e3f | | MCM | 0.8065 | Not recorded | 6a02b49ddbc836b87d824e3f | | SLAD | 0.801 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 0.8006 | Not recorded | 6a02b49ddbc836b87d824e3f | | DRL | 0.7992 | Not recorded | 6a02b49ddbc836b87d824e3f | | ICL | 0.794 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTraLAD | 0.7912 | Not recorded | 6a02b49ddbc836b87d824e3f | | TTAD | 0.7911 | Not recorded | 6a02b49ddbc836b87d824e3f | | AnoLLM-135M | 0.789 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTral | 0.786 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 0.777 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ICL | 0.7756 | Not recorded | 6a02b49ddbc836b87d824e3f | | DTE | 0.765 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | GOAD | 0.752 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RCA | 0.73 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DeepSVDD | 0.718 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | GOAD | 0.7155 | Not recorded | 6a02b49ddbc836b87d824e3f | | REPEN | 0.69 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DIF | 0.6738 | Not recorded | 6a02b49ddbc836b87d824e3f | | PCA | 0.666 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | EPHAD | 0.6441 | Not recorded | 6a02b49ddbc836b87d824e3f | | DeepSVDD | 0.6331 | Not recorded | 6a02b49ddbc836b87d824e3f | | ECOD | 0.622 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ECOD | 0.6086 | Not recorded | 6a02b49ddbc836b87d824e3f | | LUNAR | 0.5747 | Not recorded | 6a02b49ddbc836b87d824e3f | | LOF | 0.5694 | Not recorded | 6a02b49ddbc836b87d824e3f | | Iforest | 0.5634 | Not recorded | 6a02b49ddbc836b87d824e3f | | OCSVM | 0.5 | Not recorded | 6a02b49ddbc836b87d824e3f | ### CausalTAD-135M AUC-ROC: 0.843. Result ID: 6998df3d5698665ec443606f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.817. Result ID: 6998df3d5698665ec4436064. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RTTAD AUC-ROC: 0.8143. Result ID: 6a03427d47f34ce924e84cad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCM AUC-ROC: 0.8065. Result ID: 6a03427d47f34ce924e84cab. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.801. Result ID: 6998df3d5698665ec4436068. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.8006. Result ID: 6a03427d47f34ce924e84ca7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRL AUC-ROC: 0.7992. Result ID: 6a03427d47f34ce924e84cac. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.794. Result ID: 6998df3d5698665ec443606b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NeuTraLAD AUC-ROC: 0.7912. Result ID: 6a03427d47f34ce924e84ca4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TTAD AUC-ROC: 0.7911. Result ID: 6a03427d47f34ce924e84ca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnoLLM-135M AUC-ROC: 0.789. Result ID: 6998df3d5698665ec443606e. [Reporting paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### NeuTral AUC-ROC: 0.786. Result ID: 6998df3d5698665ec443606a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.777. Result ID: 6998df3d5698665ec4436062. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.7756. Result ID: 6a03427d47f34ce924e84ca5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE AUC-ROC: 0.765. Result ID: 6998df3d5698665ec443606c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.752. Result ID: 6998df3d5698665ec4436069. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCA AUC-ROC: 0.73. Result ID: 6998df3d5698665ec4436067. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.718. Result ID: 6998df3d5698665ec4436066. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.7155. Result ID: 6a03427d47f34ce924e84ca3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REPEN AUC-ROC: 0.69. Result ID: 6998df3d5698665ec443606d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIF AUC-ROC: 0.6738. Result ID: 6a03427d47f34ce924e84ca6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.666. Result ID: 6998df3d5698665ec4436063. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EPHAD AUC-ROC: 0.6441. Result ID: 6a03427d47f34ce924e84caa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.6331. Result ID: 6a03427d47f34ce924e84ca1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.622. Result ID: 6998df3d5698665ec4436065. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.6086. Result ID: 6a03427d47f34ce924e84ca2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LUNAR AUC-ROC: 0.5747. Result ID: 6a03427d47f34ce924e84ca8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-ROC: 0.5694. Result ID: 6a03427d47f34ce924e84c9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Iforest AUC-ROC: 0.5634. Result ID: 6a03427d47f34ce924e84c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-ROC: 0.5. Result ID: 6a03427d47f34ce924e84ca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.