# Tabular Anomaly Detection on Glass Source: [Tabular Anomaly Detection on Glass]() Collection index: [llms.txt]() Data updated: 2026-05-12T15:08:59.301Z Evaluation of Tabular Anomaly Detection performance on the Glass 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) | Glass | | Metric | AUC-ROC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 41 of 41 | | 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. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | TTAD | 0.8074 | Not recorded | 6a02b49ddbc836b87d824e3f | | GOAD | 0.729 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | LUNAR | 0.7287 | Not recorded | 6a02b49ddbc836b87d824e3f | | ICL | 0.725 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RTTAD | 0.7021 | Not recorded | 6a02b49ddbc836b87d824e3f | | CausalTAD-135M | 0.671 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DeepSVDD | 0.6466 | Not recorded | 6a02b49ddbc836b87d824e3f | | AnoLLM-135M | 0.63 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTraLAD | 0.6194 | Not recorded | 6a02b49ddbc836b87d824e3f | | MCM | 0.619 | Not recorded | 6a02b49ddbc836b87d824e3f | | ICL | 0.6147 | Not recorded | 6a02b49ddbc836b87d824e3f | | DRL | 0.6076 | Not recorded | 6a02b49ddbc836b87d824e3f | | DeepSVDD | 0.607 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 0.6017 | Not recorded | 6a02b49ddbc836b87d824e3f | | NeuTral | 0.598 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 0.596 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | EPHAD | 0.5525 | Not recorded | 6a02b49ddbc836b87d824e3f | | LOF | 0.5437 | Not recorded | 6a02b49ddbc836b87d824e3f | | GOAD | 0.539 | Not recorded | 6a02b49ddbc836b87d824e3f | | OCSVM | 0.5384 | Not recorded | 6a02b49ddbc836b87d824e3f | | ECOD | 0.5236 | Not recorded | 6a02b49ddbc836b87d824e3f | | ECOD | 0.483 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | PCA | 0.478 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RCA | 0.476 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | REPEN | 0.464 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 0.453 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | KNN | 0.453 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 0.447 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | Iforest | 0.4249 | Not recorded | 6a02b49ddbc836b87d824e3f | | DIF | 0.4031 | Not recorded | 6a02b49ddbc836b87d824e3f | ### TTAD AUC-ROC: 0.8074. Result ID: 6a03427d47f34ce924e84c49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.729. Result ID: 6998df3d5698665ec4435fc1. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LUNAR AUC-ROC: 0.7287. Result ID: 6a03427d47f34ce924e84c48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.725. Result ID: 6998df3d5698665ec4435fc3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RTTAD AUC-ROC: 0.7021. Result ID: 6a03427d47f34ce924e84c4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CausalTAD-135M AUC-ROC: 0.671. Result ID: 6998df3d5698665ec4435fc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.6466. Result ID: 6a03427d47f34ce924e84c41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnoLLM-135M AUC-ROC: 0.63. Result ID: 6998df3d5698665ec4435fc6. [Reporting paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### NeuTraLAD AUC-ROC: 0.6194. Result ID: 6a03427d47f34ce924e84c44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCM AUC-ROC: 0.619. Result ID: 6a03427d47f34ce924e84c4b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.6147. Result ID: 6a03427d47f34ce924e84c45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DRL AUC-ROC: 0.6076. Result ID: 6a03427d47f34ce924e84c4c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.607. Result ID: 6998df3d5698665ec4435fbe. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.6017. Result ID: 6a03427d47f34ce924e84c47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NeuTral AUC-ROC: 0.598. Result ID: 6998df3d5698665ec4435fc2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.596. Result ID: 6998df3d5698665ec4435fc0. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EPHAD AUC-ROC: 0.5525. Result ID: 6a03427d47f34ce924e84c4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-ROC: 0.5437. Result ID: 6a03427d47f34ce924e84c3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.539. Result ID: 6a03427d47f34ce924e84c43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-ROC: 0.5384. Result ID: 6a03427d47f34ce924e84c40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.5236. Result ID: 6a03427d47f34ce924e84c42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.483. Result ID: 6998df3d5698665ec4435fbd. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.478. Result ID: 6998df3d5698665ec4435fbb. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCA AUC-ROC: 0.476. Result ID: 6998df3d5698665ec4435fbf. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REPEN AUC-ROC: 0.464. Result ID: 6998df3d5698665ec4435fc5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.453. Result ID: 6998df3d5698665ec4435fba. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.453. Result ID: 6998df3d5698665ec4435fbc. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE AUC-ROC: 0.447. Result ID: 6998df3d5698665ec4435fc4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Iforest AUC-ROC: 0.4249. Result ID: 6a03427d47f34ce924e84c3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DIF AUC-ROC: 0.4031. Result ID: 6a03427d47f34ce924e84c46. [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.