# Matrix Estimation on Symmetric Noise (test) Source: [Matrix Estimation on Symmetric Noise (test)]() Collection index: [llms.txt]() Data updated: 2026-05-21T11:35:07.517Z Evaluation of Matrix Estimation performance on the test split of the Symmetric Noise dataset, measured using L1 estimation error. 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 | Matrix Estimation | | Dataset (including any stated split) | Symmetric Noise (test) | | Metric | L1 Estimation Error | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 32 of 32 | | 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 - [L1 Estimation Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | L1 Estimation Error | Result date | Report paper | | --- | --- | --- | --- | | RGBT | 1.2579 | Not recorded | 6a0e916df984739ed673896a | | RGBT | 1.3817 | Not recorded | 6a0e916df984739ed673896a | | RGBT | 1.4084 | Not recorded | 6a0e916df984739ed673896a | | BLTM | 1.4501 | Not recorded | 6a0e916df984739ed673896a | | BLTM | 1.4799 | Not recorded | 6a0e916df984739ed673896a | | RGBT | 1.4854 | Not recorded | 6a0e916df984739ed673896a | | BLTM | 1.4942 | Not recorded | 6a0e916df984739ed673896a | | BLTM | 1.5415 | Not recorded | 6a0e916df984739ed673896a | | RRFN | 1.6311 | Not recorded | 6a0e916df984739ed673896a | | DUAL T | 1.6666 | Not recorded | 6a0e916df984739ed673896a | | DUAL T | 1.8645 | Not recorded | 6a0e916df984739ed673896a | | CONL | 2.0649 | Not recorded | 6a0e916df984739ed673896a | | CONL | 2.1028 | Not recorded | 6a0e916df984739ed673896a | | RRFN | 2.155 | Not recorded | 6a0e916df984739ed673896a | | CCR | 2.214 | Not recorded | 6a0e916df984739ed673896a | | CCR | 2.2947 | Not recorded | 6a0e916df984739ed673896a | | CCR | 2.2966 | Not recorded | 6a0e916df984739ed673896a | | CCR | 2.3226 | Not recorded | 6a0e916df984739ed673896a | | CONL | 2.4266 | Not recorded | 6a0e916df984739ed673896a | | DUAL T | 2.4285 | Not recorded | 6a0e916df984739ed673896a | | RRFN | 2.4998 | Not recorded | 6a0e916df984739ed673896a | | RRFN | 2.5 | Not recorded | 6a0e916df984739ed673896a | | CONL | 2.9941 | Not recorded | 6a0e916df984739ed673896a | | DUAL T | 3.1528 | Not recorded | 6a0e916df984739ed673896a | | T REVISION | 3.3587 | Not recorded | 6a0e916df984739ed673896a | | T REVISION | 4.7617 | Not recorded | 6a0e916df984739ed673896a | | T REVISION | 5.1563 | Not recorded | 6a0e916df984739ed673896a | | T REVISION | 5.2008 | Not recorded | 6a0e916df984739ed673896a | | VOLMINNET | 5.4913 | Not recorded | 6a0e916df984739ed673896a | | VOLMINNET | 5.4973 | Not recorded | 6a0e916df984739ed673896a | | VOLMINNET | 5.5027 | Not recorded | 6a0e916df984739ed673896a | | VOLMINNET | 5.5031 | Not recorded | 6a0e916df984739ed673896a | ### RGBT L1 Estimation Error: 1.2579. Result ID: 6a0eed32fbc373592c072b58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### RGBT L1 Estimation Error: 1.3817. Result ID: 6a0eed32fbc373592c072b57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. ### RGBT L1 Estimation Error: 1.4084. Result ID: 6a0eed32fbc373592c072b55. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### BLTM L1 Estimation Error: 1.4501. Result ID: 6a0eed32fbc373592c072b3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### BLTM L1 Estimation Error: 1.4799. Result ID: 6a0eed32fbc373592c072b39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### RGBT L1 Estimation Error: 1.4854. Result ID: 6a0eed32fbc373592c072b56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### BLTM L1 Estimation Error: 1.4942. Result ID: 6a0eed32fbc373592c072b3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. ### BLTM L1 Estimation Error: 1.5415. Result ID: 6a0eed32fbc373592c072b3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### RRFN L1 Estimation Error: 1.6311. Result ID: 6a0eed32fbc373592c072b4e. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### DUAL T L1 Estimation Error: 1.6666. Result ID: 6a0eed32fbc373592c072b44. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### DUAL T L1 Estimation Error: 1.8645. Result ID: 6a0eed32fbc373592c072b41. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### CONL L1 Estimation Error: 2.0649. Result ID: 6a0eed32fbc373592c072b51. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### CONL L1 Estimation Error: 2.1028. Result ID: 6a0eed32fbc373592c072b53. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. ### RRFN L1 Estimation Error: 2.155. Result ID: 6a0eed32fbc373592c072b4f. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. ### CCR L1 Estimation Error: 2.214. Result ID: 6a0eed32fbc373592c072b3e. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### CCR L1 Estimation Error: 2.2947. Result ID: 6a0eed32fbc373592c072b3d. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### CCR L1 Estimation Error: 2.2966. Result ID: 6a0eed32fbc373592c072b3f. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. ### CCR L1 Estimation Error: 2.3226. Result ID: 6a0eed32fbc373592c072b40. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### CONL L1 Estimation Error: 2.4266. Result ID: 6a0eed32fbc373592c072b54. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### DUAL T L1 Estimation Error: 2.4285. Result ID: 6a0eed32fbc373592c072b43. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. ### RRFN L1 Estimation Error: 2.4998. Result ID: 6a0eed32fbc373592c072b50. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### RRFN L1 Estimation Error: 2.5. Result ID: 6a0eed32fbc373592c072b4d. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### CONL L1 Estimation Error: 2.9941. Result ID: 6a0eed32fbc373592c072b52. [Reporting paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### DUAL T L1 Estimation Error: 3.1528. Result ID: 6a0eed32fbc373592c072b42. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### T REVISION L1 Estimation Error: 3.3587. Result ID: 6a0eed32fbc373592c072b48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### T REVISION L1 Estimation Error: 4.7617. Result ID: 6a0eed32fbc373592c072b45. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### T REVISION L1 Estimation Error: 5.1563. Result ID: 6a0eed32fbc373592c072b47. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. ### T REVISION L1 Estimation Error: 5.2008. Result ID: 6a0eed32fbc373592c072b46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### VOLMINNET L1 Estimation Error: 5.4913. Result ID: 6a0eed32fbc373592c072b4a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"LightGCN"}. This record does not assert independent reproduction. ### VOLMINNET L1 Estimation Error: 5.4973. Result ID: 6a0eed32fbc373592c072b4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NeuMF-end"}. This record does not assert independent reproduction. ### VOLMINNET L1 Estimation Error: 5.5027. Result ID: 6a0eed32fbc373592c072b49. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"GMF"}. This record does not assert independent reproduction. ### VOLMINNET L1 Estimation Error: 5.5031. Result ID: 6a0eed32fbc373592c072b4b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone architecture":"NGCF"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.