# Evasion Attack Detection on FashionMNIST Source: [Evasion Attack Detection on FashionMNIST]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:22:55.298Z Evaluation of model robustness against evasion attacks on the FashionMNIST dataset, reporting Detection Accuracy and QUBO Advantage metrics. 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 | Evasion Attack Detection | | Dataset (including any stated split) | FashionMNIST | | Metric | Detection Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Detection Accuracy](): Higher is better; unit: PERCENT. - [QUBO Advantage](): Higher is better; unit: SCALAR. ## Recorded results | Method | Detection Accuracy | Result date | Report paper | | --- | --- | --- | --- | | QUBO-based client selection | 95.11 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 86.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 81.33 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 78.22 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 77.96 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 74.67 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 70.4 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 70.22 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 69.78 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 65.78 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 60 | Not recorded | 6a0bee88dbc836b87d82c388 | ### QUBO-based client selection Detection Accuracy: 95.11. Result ID: 6a0c0fb1fbc373592c01b7a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"ALIE"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 86.67. Result ID: 6a0c0fb1fbc373592c01b7a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Lie"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 81.33. Result ID: 6a0c0fb1fbc373592c01b7a4. [Reporting paper]() Recorded evaluation configuration: {"Attack":"ALIE"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 78.22. Result ID: 6a0c0fb1fbc373592c01b7a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 77.96. Result ID: 6a0c0fb1fbc373592c01b7af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Average (5 attacks)"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 74.67. Result ID: 6a0c0fb1fbc373592c01b7a6. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Lie"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 70.4. Result ID: 6a0c0fb1fbc373592c01b7ae. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Average (5 attacks)"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 70.22. Result ID: 6a0c0fb1fbc373592c01b7ac. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Shuffle"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 69.78. Result ID: 6a0c0fb1fbc373592c01b7ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sign Flip"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 65.78. Result ID: 6a0c0fb1fbc373592c01b7a8. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b7aa. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sign Flip"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b7ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Shuffle"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.