# Training Convergence Epochs on ML-1M (Recommendation) Source: [Training Convergence Epochs on ML-1M (Recommendation)]() Collection index: [llms.txt]() Data updated: 2026-04-13T07:29:52.557Z Evaluation focusing on the training convergence speed, specifically the number of epochs required to reach a stable state, using the MovieLens 1 Million (ML-1M) dataset for recommendation tasks. 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 | Top-k Recommendation | | Dataset (including any stated split) | ML-1M | | Metric | Convergence Epochs | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Convergence Epochs](): Lower is better; unit: SCALAR. ## Recorded results | Method | Convergence Epochs | Result date | Report paper | | --- | --- | --- | --- | | DITaR | 5 | Not recorded | 69dc78877d0172140ec78a7b | | DITaR | 5 | Not recorded | 69dc78877d0172140ec78a7b | | DITaR | 5 | Not recorded | 69dc78877d0172140ec78a7b | | UltraRE | 35 | Not recorded | 69dc78877d0172140ec78a7b | | UltraRE | 38 | Not recorded | 69dc78877d0172140ec78a7b | | UltraRE | 43 | Not recorded | 69dc78877d0172140ec78a7b | | RecEraser | 50 | Not recorded | 69dc78877d0172140ec78a7b | | RecEraser | 52 | Not recorded | 69dc78877d0172140ec78a7b | | RecEraser | 55 | Not recorded | 69dc78877d0172140ec78a7b | | SISA | 60 | Not recorded | 69dc78877d0172140ec78a7b | | SISA | 67 | Not recorded | 69dc78877d0172140ec78a7b | | SISA | 80 | Not recorded | 69dc78877d0172140ec78a7b | | Retrain | 100 | Not recorded | 69dc78877d0172140ec78a7b | | Retrain | 130 | Not recorded | 69dc78877d0172140ec78a7b | | Retrain | 140 | Not recorded | 69dc78877d0172140ec78a7b | ### DITaR Convergence Epochs: 5. Result ID: 69dc9b6347f34ce924c340be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### DITaR Convergence Epochs: 5. Result ID: 69dc9b6347f34ce924c340bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### DITaR Convergence Epochs: 5. Result ID: 69dc9b6347f34ce924c340c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### UltraRE Convergence Epochs: 35. Result ID: 69dc9b6347f34ce924c340bb. [Reporting paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### UltraRE Convergence Epochs: 38. Result ID: 69dc9b6347f34ce924c340bc. [Reporting paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### UltraRE Convergence Epochs: 43. Result ID: 69dc9b6347f34ce924c340bd. [Reporting paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### RecEraser Convergence Epochs: 50. Result ID: 69dc9b6347f34ce924c340ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### RecEraser Convergence Epochs: 52. Result ID: 69dc9b6347f34ce924c340b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### RecEraser Convergence Epochs: 55. Result ID: 69dc9b6347f34ce924c340b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### SISA Convergence Epochs: 60. Result ID: 69dc9b6347f34ce924c340b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### SISA Convergence Epochs: 67. Result ID: 69dc9b6347f34ce924c340b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### SISA Convergence Epochs: 80. Result ID: 69dc9b6347f34ce924c340b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### Retrain Convergence Epochs: 100. Result ID: 69dc9b6347f34ce924c340b3. [Reporting paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### Retrain Convergence Epochs: 130. Result ID: 69dc9b6347f34ce924c340b4. [Reporting paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### Retrain Convergence Epochs: 140. Result ID: 69dc9b6347f34ce924c340b2. [Reporting paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. 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