# Reconstruction on Madelon Source: [Reconstruction on Madelon]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:56.576Z Evaluation of reconstruction performance on the Madelon dataset, typically measured using RMSE. 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 | Reconstruction | | Dataset (including any stated split) | Madelon | | Metric | RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [RMSE](): Lower is better; unit: SCALAR. ## Recorded results | Method | RMSE | Result date | Report paper | | --- | --- | --- | --- | | AllFea | 0.28 | Not recorded | 68fa711f1e209131cea4f41a | | AllFea | 0.28 | Not recorded | 68fa711f1e209131cea4f41a | | WAST | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | AEFS | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | RSR | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | UDFS | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | Our | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | WAST | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | AEFS | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | RSR | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | UDFS | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | UFS | 0.98 | Not recorded | 68fa711f1e209131cea4f41a | | CAE | 0.99 | Not recorded | 68fa711f1e209131cea4f41a | | DUFS | 0.99 | Not recorded | 68fa711f1e209131cea4f41a | | LS | 0.99 | Not recorded | 68fa711f1e209131cea4f41a | | CAE | 0.99 | Not recorded | 68fa711f1e209131cea4f41a | | DUFS | 0.99 | Not recorded | 68fa711f1e209131cea4f41a | | LS | 0.99 | Not recorded | 68fa711f1e209131cea4f41a | ### AllFea RMSE: 0.28. Result ID: 699199963a6c3148490941d7. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AllFea RMSE: 0.28. Result ID: 699199963a6c314849094387. [Reporting paper]() Recorded evaluation configuration: {"runs":10}. This record does not assert independent reproduction. ### WAST RMSE: 0.98. Result ID: 699199963a6c3148490941d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AEFS RMSE: 0.98. Result ID: 699199963a6c3148490941d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RSR RMSE: 0.98. Result ID: 699199963a6c3148490941d4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UDFS RMSE: 0.98. Result ID: 699199963a6c3148490941d5. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Our RMSE: 0.98. Result ID: 699199963a6c3148490941d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WAST RMSE: 0.98. Result ID: 699199963a6c314849094381. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"m":20,"runs":10}. This record does not assert independent reproduction. ### AEFS RMSE: 0.98. Result ID: 699199963a6c314849094382. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"m":20,"runs":10}. This record does not assert independent reproduction. ### RSR RMSE: 0.98. Result ID: 699199963a6c314849094384. [Reporting paper]() Recorded evaluation configuration: {"m":20,"runs":10}. This record does not assert independent reproduction. ### UDFS RMSE: 0.98. Result ID: 699199963a6c314849094385. [Reporting paper]() Recorded evaluation configuration: {"m":20,"runs":10}. This record does not assert independent reproduction. ### UFS RMSE: 0.98. Result ID: 699199963a6c314849094386. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":10,"runs":10}. This record does not assert independent reproduction. ### CAE RMSE: 0.99. Result ID: 699199963a6c3148490941cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DUFS RMSE: 0.99. Result ID: 699199963a6c3148490941d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LS RMSE: 0.99. Result ID: 699199963a6c3148490941d3. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CAE RMSE: 0.99. Result ID: 699199963a6c31484909437f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"m":20,"runs":10}. This record does not assert independent reproduction. ### DUFS RMSE: 0.99. Result ID: 699199963a6c314849094380. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"m":20,"runs":10}. This record does not assert independent reproduction. ### LS RMSE: 0.99. Result ID: 699199963a6c314849094383. [Reporting paper]() Recorded evaluation configuration: {"m":20,"runs":10}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.