# Classification on CIFAR-10 40% IDN (test) Source: [Classification on CIFAR-10 40% IDN (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:20.734Z Evaluation of Classification performance on the CIFAR-10 test set, specifically using the 40% IDN (Independent and Identically Distributed) sampled subset. 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 | Classification | | Dataset (including any stated split) | CIFAR-10 40% IDN (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | kMEIDTM | 85.94 | Not recorded | 68fa6cb41e209131cea355df | | SEAL | 82.98 | Not recorded | 68fa68dd1e209131cea1ec83 | | MEIDTM | 82.63 | Not recorded | 68fa6cb41e209131cea355df | | CoTeaching++ | 81 | Not recorded | 68fa6cb41e209131cea355df | | JoCor | 80.87 | Not recorded | 68fa6cb41e209131cea355df | | CoTeaching | 80.85 | Not recorded | 68fa6cb41e209131cea355df | | DMI | 80.74 | Not recorded | 68fa6cb41e209131cea355df | | PartT | 80.59 | Not recorded | 68fa6cb41e209131cea355df | | Forward | 80.29 | Not recorded | 68fa6cb41e209131cea355df | | PeerLoss | 79.71 | Not recorded | 68fa6cb41e209131cea355df | | Co-teaching | 78.72 | Not recorded | 68fa68dd1e209131cea1ec83 | | TMDNN | 78.51 | Not recorded | 68fa6cb41e209131cea355df | | DMI | 77.81 | Not recorded | 68fa68dd1e209131cea1ec83 | | CausalNL | 77.53 | Not recorded | 68fa6cb81e209131cea35949 | | GCE | 76.71 | Not recorded | 68fa68dd1e209131cea1ec83 | | CE (baseline) | 76.68 | Not recorded | 68fa6cb41e209131cea355df | | CE | 75.68 | Not recorded | 68fa68dd1e209131cea1ec83 | | DAC | 74.8 | Not recorded | 68fa68dd1e209131cea1ec83 | | GCE | 74.18 | Not recorded | 68fa6cb41e209131cea355df | | Co-teaching | 73.41 | Not recorded | 68fa6cb81e209131cea35949 | | MentorNet | 71.83 | Not recorded | 68fa6cb81e209131cea35949 | | Forward | 71.12 | Not recorded | 68fa68dd1e209131cea1ec83 | | T-Revision | 64.09 | Not recorded | 68fa6cb81e209131cea35949 | | Reweight | 62.58 | Not recorded | 68fa6cb81e209131cea35949 | | CE | 62.45 | Not recorded | 68fa6cb81e209131cea35949 | | Decoupling | 61.73 | Not recorded | 68fa6cb81e209131cea35949 | | Mixup | 61.56 | Not recorded | 68fa6cb81e209131cea35949 | | Forward | 60.21 | Not recorded | 68fa6cb81e209131cea35949 | ### kMEIDTM Accuracy: 85.94. Result ID: 698f30623a6c314849f6d4b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEAL Accuracy: 82.98. Result ID: 698d8ada8b517eb433224059. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Fraction":"40%"}. This record does not assert independent reproduction. ### MEIDTM Accuracy: 82.63. Result ID: 698f30623a6c314849f6d4b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTeaching++ Accuracy: 81. Result ID: 698f30623a6c314849f6d4ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JoCor Accuracy: 80.87. Result ID: 698f30623a6c314849f6d4ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTeaching Accuracy: 80.85. Result ID: 698f30623a6c314849f6d4ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMI Accuracy: 80.74. Result ID: 698f30623a6c314849f6d4aa. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PartT Accuracy: 80.59. Result ID: 698f30623a6c314849f6d4b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy: 80.29. Result ID: 698f30623a6c314849f6d4ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PeerLoss Accuracy: 79.71. Result ID: 698f30623a6c314849f6d4af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching Accuracy: 78.72. Result ID: 698d8ada8b517eb433224055. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Fraction":"40%"}. This record does not assert independent reproduction. ### TMDNN Accuracy: 78.51. Result ID: 698f30623a6c314849f6d4b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMI Accuracy: 77.81. Result ID: 698d8ada8b517eb433224058. [Reporting paper]() Recorded evaluation configuration: {"Noise Fraction":"40%"}. This record does not assert independent reproduction. ### CausalNL Accuracy: 77.53. Result ID: 698f36373a6c314849f70d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCE Accuracy: 76.71. Result ID: 698d8ada8b517eb433224056. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"40%"}. This record does not assert independent reproduction. ### CE (baseline) Accuracy: 76.68. Result ID: 698f30623a6c314849f6d4a8. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE Accuracy: 75.68. Result ID: 698d8ada8b517eb433224053. [Reporting paper]() Recorded evaluation configuration: {"Noise Fraction":"40%"}. This record does not assert independent reproduction. ### DAC Accuracy: 74.8. Result ID: 698d8ada8b517eb433224057. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"40%"}. This record does not assert independent reproduction. ### GCE Accuracy: 74.18. Result ID: 698f30623a6c314849f6d4a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching Accuracy: 73.41. Result ID: 698f36373a6c314849f70d35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MentorNet Accuracy: 71.83. Result ID: 698f36373a6c314849f70d37. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy: 71.12. Result ID: 698d8ada8b517eb433224054. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"40%"}. This record does not assert independent reproduction. ### T-Revision Accuracy: 64.09. Result ID: 698f36373a6c314849f70d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reweight Accuracy: 62.58. Result ID: 698f36373a6c314849f70d3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE Accuracy: 62.45. Result ID: 698f36373a6c314849f70d34. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decoupling Accuracy: 61.73. Result ID: 698f36373a6c314849f70d36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mixup Accuracy: 61.56. Result ID: 698f36373a6c314849f70d38. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy: 60.21. Result ID: 698f36373a6c314849f70d39. [Reporting paper]() [Method origin 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.