# Classification on CIFAR-10 30% IDN (test) Source: [Classification on CIFAR-10 30% IDN (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:28:20.708Z Evaluation of Classification performance on the CIFAR-10 test set, specifically using the 30% IDN variant or 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 30% 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 | 90.73 | Not recorded | 68fa6cb41e209131cea355df | | MEIDTM | 87.68 | Not recorded | 68fa6cb41e209131cea355df | | Forward | 86.93 | Not recorded | 68fa6cb41e209131cea355df | | DMI | 86.87 | Not recorded | 68fa6cb41e209131cea355df | | CoTeaching | 86.4 | Not recorded | 68fa6cb41e209131cea355df | | CoTeaching++ | 85.72 | Not recorded | 68fa6cb41e209131cea355df | | TMDNN | 85.7 | Not recorded | 68fa6cb41e209131cea355df | | JoCor | 85.54 | Not recorded | 68fa6cb41e209131cea355df | | PartT | 85.33 | Not recorded | 68fa6cb41e209131cea355df | | SEAL | 85.3 | Not recorded | 68fa68dd1e209131cea1ec83 | | PeerLoss | 84.55 | Not recorded | 68fa6cb41e209131cea355df | | Co-teaching | 84.33 | Not recorded | 68fa68dd1e209131cea1ec83 | | GCE | 82.9 | Not recorded | 68fa6cb41e209131cea355df | | CE (baseline) | 82.42 | Not recorded | 68fa6cb41e209131cea355df | | DMI | 81.98 | Not recorded | 68fa68dd1e209131cea1ec83 | | GCE | 81.54 | Not recorded | 68fa68dd1e209131cea1ec83 | | DAC | 80.88 | Not recorded | 68fa68dd1e209131cea1ec83 | | CE | 80.87 | Not recorded | 68fa68dd1e209131cea1ec83 | | CausalNL | 80.38 | Not recorded | 68fa6cb81e209131cea35949 | | Forward | 78.87 | Not recorded | 68fa68dd1e209131cea1ec83 | | Co-teaching | 78.56 | Not recorded | 68fa6cb81e209131cea35949 | | MentorNet | 77.22 | Not recorded | 68fa6cb81e209131cea35949 | | Decoupling | 75.17 | Not recorded | 68fa6cb81e209131cea35949 | | T-Revision | 70.36 | Not recorded | 68fa6cb81e209131cea35949 | | Reweight | 70.12 | Not recorded | 68fa6cb81e209131cea35949 | | Mixup | 70.02 | Not recorded | 68fa6cb81e209131cea35949 | | Forward | 69.75 | Not recorded | 68fa6cb81e209131cea35949 | | CE | 69.15 | Not recorded | 68fa6cb81e209131cea35949 | ### kMEIDTM Accuracy: 90.73. Result ID: 698f30623a6c314849f6d4a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MEIDTM Accuracy: 87.68. Result ID: 698f30623a6c314849f6d4a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy: 86.93. Result ID: 698f30623a6c314849f6d49f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMI Accuracy: 86.87. Result ID: 698f30623a6c314849f6d49e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTeaching Accuracy: 86.4. Result ID: 698f30623a6c314849f6d4a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTeaching++ Accuracy: 85.72. Result ID: 698f30623a6c314849f6d4a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TMDNN Accuracy: 85.7. Result ID: 698f30623a6c314849f6d4a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JoCor Accuracy: 85.54. Result ID: 698f30623a6c314849f6d4a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PartT Accuracy: 85.33. Result ID: 698f30623a6c314849f6d4a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEAL Accuracy: 85.3. Result ID: 698d8ada8b517eb433224052. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Fraction":"30%"}. This record does not assert independent reproduction. ### PeerLoss Accuracy: 84.55. Result ID: 698f30623a6c314849f6d4a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-teaching Accuracy: 84.33. Result ID: 698d8ada8b517eb43322404e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Noise Fraction":"30%"}. This record does not assert independent reproduction. ### GCE Accuracy: 82.9. Result ID: 698f30623a6c314849f6d49d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE (baseline) Accuracy: 82.42. Result ID: 698f30623a6c314849f6d49c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DMI Accuracy: 81.98. Result ID: 698d8ada8b517eb433224051. [Reporting paper]() Recorded evaluation configuration: {"Noise Fraction":"30%"}. This record does not assert independent reproduction. ### GCE Accuracy: 81.54. Result ID: 698d8ada8b517eb43322404f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"30%"}. This record does not assert independent reproduction. ### DAC Accuracy: 80.88. Result ID: 698d8ada8b517eb433224050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"30%"}. This record does not assert independent reproduction. ### CE Accuracy: 80.87. Result ID: 698d8ada8b517eb43322404c. [Reporting paper]() Recorded evaluation configuration: {"Noise Fraction":"30%"}. This record does not assert independent reproduction. ### CausalNL Accuracy: 80.38. Result ID: 698f36373a6c314849f70d33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy: 78.87. Result ID: 698d8ada8b517eb43322404d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Noise Fraction":"30%"}. This record does not assert independent reproduction. ### Co-teaching Accuracy: 78.56. Result ID: 698f36373a6c314849f70d2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MentorNet Accuracy: 77.22. Result ID: 698f36373a6c314849f70d2e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Decoupling Accuracy: 75.17. Result ID: 698f36373a6c314849f70d2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### T-Revision Accuracy: 70.36. Result ID: 698f36373a6c314849f70d32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Reweight Accuracy: 70.12. Result ID: 698f36373a6c314849f70d31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Mixup Accuracy: 70.02. Result ID: 698f36373a6c314849f70d2f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward Accuracy: 69.75. Result ID: 698f36373a6c314849f70d30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CE Accuracy: 69.15. Result ID: 698f36373a6c314849f70d2b. [Reporting 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.