# Tabular Anomaly Detection on Lymphography Source: [Tabular Anomaly Detection on Lymphography]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:31.045Z Evaluation of Tabular Anomaly Detection performance on the Lymphography 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) | Lymphography | | 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 | 1 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CausalTAD | 1 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AnoLLM | 0.995 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | CausalTAD-135M | 0.993 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RCA | 0.979 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AnoLLM | 0.968 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | AnoLLM-135M | 0.968 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 0.964 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | SLAD | 0.964 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | RCA | 0.919 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 0.909 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DTE | 0.909 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DeepSVDD | 0.899 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | DeepSVDD | 0.899 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | KNN | 0.86 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | KNN | 0.86 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTral | 0.847 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | NeuTral | 0.847 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ECOD | 0.83 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ECOD | 0.83 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ICL | 0.827 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | ICL | 0.827 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | PCA | 0.826 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | PCA | 0.826 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | GOAD | 0.817 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | GOAD | 0.817 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | REPEN | 0.808 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | REPEN | 0.808 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 0.673 | Not recorded | 698abc00c97a0b3e3b5de2f8 | | IForest | 0.673 | Not recorded | 698abc00c97a0b3e3b5de2f8 | ### CausalTAD AUC-ROC: 1. Result ID: 6998df3d5698665ec4435f34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### CausalTAD AUC-ROC: 1. Result ID: 6998df3d5698665ec4435f35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SmolLM-360M"}. This record does not assert independent reproduction. ### AnoLLM AUC-ROC: 0.995. Result ID: 6998df3d5698665ec4435f33. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SmolLM-360M"}. This record does not assert independent reproduction. ### CausalTAD-135M AUC-ROC: 0.993. Result ID: 6998df3d5698665ec443600d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### RCA AUC-ROC: 0.979. Result ID: 6998df3d5698665ec4435f2b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnoLLM AUC-ROC: 0.968. Result ID: 6998df3d5698665ec4435f32. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### AnoLLM-135M AUC-ROC: 0.968. Result ID: 6998df3d5698665ec443600c. [Reporting paper]() Recorded evaluation configuration: {"backbone":"SmolLM-135M"}. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.964. Result ID: 6998df3d5698665ec4435f2c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SLAD AUC-ROC: 0.964. Result ID: 6998df3d5698665ec4436006. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RCA AUC-ROC: 0.919. Result ID: 6998df3d5698665ec4436005. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE AUC-ROC: 0.909. Result ID: 6998df3d5698665ec4435f30. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DTE AUC-ROC: 0.909. Result ID: 6998df3d5698665ec443600a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.899. Result ID: 6998df3d5698665ec4435f2a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSVDD AUC-ROC: 0.899. Result ID: 6998df3d5698665ec4436004. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.86. Result ID: 6998df3d5698665ec4435f28. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 0.86. Result ID: 6998df3d5698665ec4436002. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NeuTral AUC-ROC: 0.847. Result ID: 6998df3d5698665ec4435f2e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NeuTral AUC-ROC: 0.847. Result ID: 6998df3d5698665ec4436008. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.83. Result ID: 6998df3d5698665ec4435f29. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ECOD AUC-ROC: 0.83. Result ID: 6998df3d5698665ec4436003. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.827. Result ID: 6998df3d5698665ec4435f2f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ICL AUC-ROC: 0.827. Result ID: 6998df3d5698665ec4436009. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.826. Result ID: 6998df3d5698665ec4435f27. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 0.826. Result ID: 6998df3d5698665ec4436001. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.817. Result ID: 6998df3d5698665ec4435f2d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GOAD AUC-ROC: 0.817. Result ID: 6998df3d5698665ec4436007. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REPEN AUC-ROC: 0.808. Result ID: 6998df3d5698665ec4435f31. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### REPEN AUC-ROC: 0.808. Result ID: 6998df3d5698665ec443600b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.673. Result ID: 6998df3d5698665ec4435f26. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IForest AUC-ROC: 0.673. Result ID: 6998df3d5698665ec4436000. [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.