# Image Classification on CIFAR-10 (test) (Epsilon-Specific Accuracy) Source: [Image Classification on CIFAR-10 (test) (Epsilon-Specific Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:26:53.315Z Evaluation of Image Classification performance on the CIFAR-10 test set using accuracy metrics measured under specific epsilon constraints (ε=0.4 and ε=0.6), likely related to robustness or calibration testing. 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 | Image Classification | | Dataset (including any stated split) | CIFAR-10 (test) | | Metric | Acc (ε=0.4) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 8 of 8 | | 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 - [Acc (ε=0.4)](): Higher is better; unit: PERCENT. - [Acc (ε=0.6)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Acc (ε=0.4) | Result date | Report paper | | --- | --- | --- | --- | | CORES2 | 93.76 | Not recorded | 68fa698f1e209131cea22a5b | | NLNL | 92.43 | Not recorded | 68fa698f1e209131cea22a5b | | SELF | 91.13 | Not recorded | 68fa698f1e209131cea22a5b | | Lq | 87.13 | Not recorded | 68fa698f1e209131cea22a5b | | Forward T | 83.27 | Not recorded | 68fa698f1e209131cea22a5b | | LDMI | 83.04 | Not recorded | 68fa698f1e209131cea22a5b | | Cross Entropy | 81.88 | Not recorded | 68fa698f1e209131cea22a5b | | MAE | 61.63 | Not recorded | 68fa698f1e209131cea22a5b | ### CORES2 Acc (ε=0.4): 93.76. Result ID: 698db6708b517eb433234429. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLNL Acc (ε=0.4): 92.43. Result ID: 698db6708b517eb433234427. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SELF Acc (ε=0.4): 91.13. Result ID: 698db6708b517eb433234428. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Lq Acc (ε=0.4): 87.13. Result ID: 698db6708b517eb433234425. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Forward T Acc (ε=0.4): 83.27. Result ID: 698db6708b517eb433234424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LDMI Acc (ε=0.4): 83.04. Result ID: 698db6708b517eb433234426. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cross Entropy Acc (ε=0.4): 81.88. Result ID: 698db6708b517eb433234422. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAE Acc (ε=0.4): 61.63. Result ID: 698db6708b517eb433234423. [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.