# Tabular Anomaly Detection on Yeast Source: [Tabular Anomaly Detection on Yeast]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:31.505Z Evaluation of Tabular Anomaly Detection performance on the Yeast dataset, typically 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) | Yeast | | 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 | | --- | --- | --- | --- | | GOAD | 0.6 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | GOAD | 0.585 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTral | 0.552 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CTAD | 0.552 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | NeuTraLAD | 0.5488 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | CausalTAD-135M | 0.543 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DRL | 0.5134 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | ICL | 0.5076 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | SLAD | 0.503 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CTAD | 0.4959 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | CTAD | 0.4919 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | DeepSVDD | 0.479 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | DeepSVDD | 0.474 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ICL | 0.468 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 0.464 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AnoLLM-135M | 0.458 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RCA | 0.455 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AutoEncoder | 0.4503 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | OCSVM | 0.4483 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | ECOD | 0.4464 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | ECOD | 0.446 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 0.4458 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | KNN | 0.445 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | REPEN | 0.439 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | KNN | 0.4366 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | PCA | 0.4324 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | IForest | 0.428 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | MCM | 0.4259 | Not recorded | 698969ffc97a0b3e3b5dc4ea | | PCA | 0.417 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 0.4095 | Not recorded | 698969ffc97a0b3e3b5dc4ea | ### GOAD AUC-ROC: 0.6. Result ID: 6998e5475698665ec4499bd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.585. Result ID: 6998df3d5698665ec4436103. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NeuTral AUC-ROC: 0.552. Result ID: 6998df3d5698665ec4436104. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTAD AUC-ROC: 0.552. Result ID: 6998e5475698665ec4499bdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"DRL"}. This record does not assert independent reproduction. ### NeuTraLAD AUC-ROC: 0.5488. Result ID: 6998e5475698665ec4499bd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CausalTAD-135M AUC-ROC: 0.543. Result ID: 6998df3d5698665ec4436109. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### DRL AUC-ROC: 0.5134. Result ID: 6998e5475698665ec4499bda. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.5076. Result ID: 6998e5475698665ec4499bd7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.503. Result ID: 6998df3d5698665ec4436102. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CTAD AUC-ROC: 0.4959. Result ID: 6998e5475698665ec4499bdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"MCM"}. This record does not assert independent reproduction. ### CTAD AUC-ROC: 0.4919. Result ID: 6998e5475698665ec4499bdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Detector":"KNN"}. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.479. Result ID: 6998e5475698665ec4499bd3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.474. Result ID: 6998df3d5698665ec4436100. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.468. Result ID: 6998df3d5698665ec4436105. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE AUC-ROC: 0.464. Result ID: 6998df3d5698665ec4436106. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnoLLM-135M AUC-ROC: 0.458. Result ID: 6998df3d5698665ec4436108. [Reporting paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### RCA AUC-ROC: 0.455. Result ID: 6998df3d5698665ec4436101. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder AUC-ROC: 0.4503. Result ID: 6998e5475698665ec4499bd4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-ROC: 0.4483. Result ID: 6998e5475698665ec4499bce. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.4464. Result ID: 6998e5475698665ec4499bd2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.446. Result ID: 6998df3d5698665ec44360ff. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE AUC-ROC: 0.4458. Result ID: 6998e5475698665ec4499bd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.445. Result ID: 6998df3d5698665ec44360fe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REPEN AUC-ROC: 0.439. Result ID: 6998df3d5698665ec4436107. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.4366. Result ID: 6998e5475698665ec4499bcf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.4324. Result ID: 6998e5475698665ec4499bd0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.428. Result ID: 6998df3d5698665ec44360fc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCM AUC-ROC: 0.4259. Result ID: 6998e5475698665ec4499bd9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.417. Result ID: 6998df3d5698665ec44360fd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.4095. Result ID: 6998e5475698665ec4499bd1. [Reporting 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.