# Evasion Attack Detection on MNIST Source: [Evasion Attack Detection on MNIST]() Collection index: [llms.txt]() Data updated: 2026-05-19T07:22:55.252Z Evaluation of model robustness against evasion attacks on the MNIST 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) | MNIST | | 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 | 80.89 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 78.76 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 72.44 | Not recorded | 6a0bee88dbc836b87d82c388 | | QUBO-based client selection | 71.11 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 69.95 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 69.33 | Not recorded | 6a0bee88dbc836b87d82c388 | | Classical MultiKrum | 66.67 | 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: 6a0c0fb1fbc373592c01b78d. [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: 6a0c0fb1fbc373592c01b78f. [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: 6a0c0fb1fbc373592c01b78c. [Reporting paper]() Recorded evaluation configuration: {"Attack":"ALIE"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 80.89. Result ID: 6a0c0fb1fbc373592c01b791. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 78.76. Result ID: 6a0c0fb1fbc373592c01b797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Average (5 attacks)"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 72.44. Result ID: 6a0c0fb1fbc373592c01b78e. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Lie"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 71.11. Result ID: 6a0c0fb1fbc373592c01b793. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack":"Sign Flip"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 69.95. Result ID: 6a0c0fb1fbc373592c01b796. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Average (5 attacks)"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 69.33. Result ID: 6a0c0fb1fbc373592c01b794. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Shuffle"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 66.67. Result ID: 6a0c0fb1fbc373592c01b790. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sparse Lie"}. This record does not assert independent reproduction. ### Classical MultiKrum Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b792. [Reporting paper]() Recorded evaluation configuration: {"Attack":"Sign Flip"}. This record does not assert independent reproduction. ### QUBO-based client selection Detection Accuracy: 60. Result ID: 6a0c0fb1fbc373592c01b795. [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.