# Feature Selection on HI with random extraneous features Source: [Feature Selection on HI with random extraneous features]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:00:21.567Z Evaluation of Feature Selection performance on the synthetic dataset named 'HI with random extraneous features', measured using ROC-AUC. 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 | Feature Selection | | Dataset (including any stated split) | HI with random extraneous features | | Metric | ROC AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [ROC AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC AUC | Result date | Report paper | | --- | --- | --- | --- | | Deep Lasso | 92.2 | Not recorded | 68fa71211e209131cea4f5bd | | Deep Lasso | 89.5 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 89 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 88.8 | Not recorded | 68fa71211e209131cea4f5bd | | Forest | 88 | Not recorded | 68fa71211e209131cea4f5bd | | AM | 87.6 | Not recorded | 68fa71211e209131cea4f5bd | | RF | 87.4 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 86.6 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 86.2 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 84.7 | Not recorded | 68fa71211e209131cea4f5bd | | Univariate | 84.6 | Not recorded | 68fa71211e209131cea4f5bd | | Lasso | 83.7 | Not recorded | 68fa71211e209131cea4f5bd | | LassoNet | 82.1 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 79.1 | Not recorded | 68fa71211e209131cea4f5bd | | AGL | 78.6 | Not recorded | 68fa71211e209131cea4f5bd | | 1L Lasso | 78.4 | Not recorded | 68fa71211e209131cea4f5bd | | XGBoost | 70 | Not recorded | 68fa71211e209131cea4f5bd | ### Deep Lasso ROC AUC: 92.2. Result ID: 69919c4e3a6c3148490955e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Deep Lasso ROC AUC: 89.5. Result ID: 69919c4e3a6c3148490955ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### XGBoost ROC AUC: 89. Result ID: 69919c4e3a6c3148490955e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### 1L Lasso ROC AUC: 88.8. Result ID: 69919c4e3a6c3148490955e1. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Forest ROC AUC: 88. Result ID: 69919c4e3a6c3148490955ed. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### AM ROC AUC: 87.6. Result ID: 69919c4e3a6c3148490955e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### RF ROC AUC: 87.4. Result ID: 69919c4e3a6c3148490955e5. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Univariate ROC AUC: 86.6. Result ID: 69919c4e3a6c3148490955df. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### LassoNet ROC AUC: 86.2. Result ID: 69919c4e3a6c3148490955e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Lasso ROC AUC: 84.7. Result ID: 69919c4e3a6c3148490955e0. [Reporting paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### Univariate ROC AUC: 84.6. Result ID: 69919c4e3a6c3148490955e8. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### Lasso ROC AUC: 83.7. Result ID: 69919c4e3a6c3148490955e9. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### LassoNet ROC AUC: 82.1. Result ID: 69919c4e3a6c3148490955ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### AGL ROC AUC: 79.1. Result ID: 69919c4e3a6c3148490955eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### AGL ROC AUC: 78.6. Result ID: 69919c4e3a6c3148490955e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"%":"50"}. This record does not assert independent reproduction. ### 1L Lasso ROC AUC: 78.4. Result ID: 69919c4e3a6c3148490955ea. [Reporting paper]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. ### XGBoost ROC AUC: 70. Result ID: 69919c4e3a6c3148490955ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"%":"75"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.