# Attribution Faithfulness on CIFAR-10 Source: [Attribution Faithfulness on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-03-18T08:03:04.791Z Evaluation of model attribution faithfulness on the CIFAR-10 dataset, measured using the Infidelity metric. 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 | Attribution Faithfulness | | Dataset (including any stated split) | CIFAR-10 | | Metric | Infidelity | | 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 - [Infidelity](): Lower is better; unit: SCALAR. ## Recorded results | Method | Infidelity | Result date | Report paper | | --- | --- | --- | --- | | Lanczos | 1.02 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU-IWMR | 1.99 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU | 2.15 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU | 2.21 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU-IWMR | 2.38 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bilinear | 2.57 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bicubic | 2.89 | Not recorded | 69ba31a90636e5bf4afc0983 | | Lanczos | 3.01 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bilinear | 3.12 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bicubic | 3.55 | Not recorded | 69ba31a90636e5bf4afc0983 | | Lanczos | 3.71 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU-IWMR | 6.47 | Not recorded | 69ba31a90636e5bf4afc0983 | | USU | 7.12 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bilinear | 8.95 | Not recorded | 69ba31a90636e5bf4afc0983 | | Bicubic | 9.87 | Not recorded | 69ba31a90636e5bf4afc0983 | ### Lanczos Infidelity: 1.02. Result ID: 69ba5c1c47f34ce924a40f1b. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### USU-IWMR Infidelity: 1.99. Result ID: 69ba5c1c47f34ce924a40f22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### USU Infidelity: 2.15. Result ID: 69ba5c1c47f34ce924a40f21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### USU Infidelity: 2.21. Result ID: 69ba5c1c47f34ce924a40f1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### USU-IWMR Infidelity: 2.38. Result ID: 69ba5c1c47f34ce924a40f1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Bilinear Infidelity: 2.57. Result ID: 69ba5c1c47f34ce924a40f1e. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### Bicubic Infidelity: 2.89. Result ID: 69ba5c1c47f34ce924a40f1f. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### Lanczos Infidelity: 3.01. Result ID: 69ba5c1c47f34ce924a40f20. [Reporting paper]() Recorded evaluation configuration: {"Model":"ViT-B-16"}. This record does not assert independent reproduction. ### Bilinear Infidelity: 3.12. Result ID: 69ba5c1c47f34ce924a40f14. [Reporting paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### Bicubic Infidelity: 3.55. Result ID: 69ba5c1c47f34ce924a40f15. [Reporting paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### Lanczos Infidelity: 3.71. Result ID: 69ba5c1c47f34ce924a40f16. [Reporting paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### USU-IWMR Infidelity: 6.47. Result ID: 69ba5c1c47f34ce924a40f18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### USU Infidelity: 7.12. Result ID: 69ba5c1c47f34ce924a40f17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"VGG16"}. This record does not assert independent reproduction. ### Bilinear Infidelity: 8.95. Result ID: 69ba5c1c47f34ce924a40f19. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. ### Bicubic Infidelity: 9.87. Result ID: 69ba5c1c47f34ce924a40f1a. [Reporting paper]() Recorded evaluation configuration: {"Model":"ResNet50"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.