# Attribution Robustness on Fashion-MNIST (test) Source: [Attribution Robustness on Fashion-MNIST (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:07:24.292Z Evaluation of model attribution robustness on the Fashion-MNIST test set, measured using metrics like top-k intersection and Kendall's rank correlation. 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 Robustness | | Dataset (including any stated split) | Fashion-MNIST (test) | | Metric | Top-K Intersection | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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 - [Top-K Intersection](): Higher is better; unit: PERCENT. - [Kendall's Rank Correlation](): Higher is better; unit: SCALAR. ## Recorded results | Method | Top-K Intersection | Result date | Report paper | | --- | --- | --- | --- | | TRADES+IGR | 80.62 | Not recorded | 68fa6d851e209131cea3a5d4 | | TRADES+AdvAAT | 79.15 | Not recorded | 68fa6d851e209131cea3a5d4 | | AdvAAT | 73.62 | Not recorded | 68fa6d851e209131cea3a5d4 | | SSR | 60.4 | Not recorded | 68fa6d851e209131cea3a5d4 | | MART | 58.57 | Not recorded | 68fa6d851e209131cea3a5d4 | | MART+IGR | 57.97 | Not recorded | 68fa6d851e209131cea3a5d4 | | IG-SUM-NORM | 57.27 | Not recorded | 68fa6d851e209131cea3a5d4 | | TRADES | 57.01 | Not recorded | 68fa6d851e209131cea3a5d4 | | AT+IGR | 53.36 | Not recorded | 68fa6d851e209131cea3a5d4 | | IG-NORM | 51.84 | Not recorded | 68fa6d851e209131cea3a5d4 | | Standard | 42.83 | Not recorded | 68fa6d851e209131cea3a5d4 | | AT | 32 | Not recorded | 68fa6d851e209131cea3a5d4 | | ART | 31.71 | Not recorded | 68fa6d851e209131cea3a5d4 | ### TRADES+IGR Top-K Intersection: 80.62. Result ID: 698fa7963a6c314849fadc0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### TRADES+AdvAAT Top-K Intersection: 79.15. Result ID: 698fa7963a6c314849fadc0c. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### AdvAAT Top-K Intersection: 73.62. Result ID: 698fa7963a6c314849fadc06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### SSR Top-K Intersection: 60.4. Result ID: 698fa7963a6c314849fadc08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### MART Top-K Intersection: 58.57. Result ID: 698fa7963a6c314849fadc0e. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### MART+IGR Top-K Intersection: 57.97. Result ID: 698fa7963a6c314849fadc0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### IG-SUM-NORM Top-K Intersection: 57.27. Result ID: 698fa7963a6c314849fadc05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### TRADES Top-K Intersection: 57.01. Result ID: 698fa7963a6c314849fadc0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### AT+IGR Top-K Intersection: 53.36. Result ID: 698fa7963a6c314849fadc0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### IG-NORM Top-K Intersection: 51.84. Result ID: 698fa7963a6c314849fadc04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### Standard Top-K Intersection: 42.83. Result ID: 698fa7963a6c314849fadc03. [Reporting paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### AT Top-K Intersection: 32. Result ID: 698fa7963a6c314849fadc09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. ### ART Top-K Intersection: 31.71. Result ID: 698fa7963a6c314849fadc07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Attack Method":"IFIA","Attack Steps":200,"epsilon":0.3,"k":100,"Backbone":"Simple CNN"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.