# Defense against Adaptive Attacks on Bank Source: [Defense against Adaptive Attacks on Bank]() Collection index: [llms.txt]() Data updated: 2026-03-24T13:55:05.453Z Evaluation of model defense robustness against adaptive adversarial attacks on the Bank dataset, measured using classification Accuracy. 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 | Defense against adaptive adversarial attacks | | Dataset (including any stated split) | Bank | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DataInf | 87.46 | Not recorded | 68fa75521e209131cea67277 | | IP | 87.45 | Not recorded | 68fa75521e209131cea67277 | | IP Ensemble | 87.45 | Not recorded | 68fa75521e209131cea67277 | | EKFAC | 87.38 | Not recorded | 68fa75521e209131cea67277 | | IP Ensemble | 86.44 | Not recorded | 68fa75521e209131cea67277 | | IP | 86.17 | Not recorded | 68fa75521e209131cea67277 | | Self-TracIn | 86.12 | Not recorded | 68fa75521e209131cea67277 | | LiSSA | 86.07 | Not recorded | 68fa75521e209131cea67277 | | DataInf | 85.99 | Not recorded | 68fa75521e209131cea67277 | | Self-TracIn | 85.22 | Not recorded | 68fa75521e209131cea67277 | | Self-LiSSA | 85.16 | Not recorded | 68fa75521e209131cea67277 | | EKFAC | 83.5 | Not recorded | 68fa75521e209131cea67277 | | Pre | 80.31 | Not recorded | 68fa75521e209131cea67277 | | Pre | 80.31 | Not recorded | 68fa75521e209131cea67277 | | Self-LiSSA | 78.97 | Not recorded | 68fa75521e209131cea67277 | | LiSSA | 78.69 | Not recorded | 68fa75521e209131cea67277 | | Post | 70.79 | Not recorded | 68fa75521e209131cea67277 | | Post | 70.79 | Not recorded | 68fa75521e209131cea67277 | ### DataInf Accuracy: 87.46. Result ID: 69c2970b47f34ce924ab077e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### IP Accuracy: 87.45. Result ID: 69c2970b47f34ce924ab0781. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### IP Ensemble Accuracy: 87.45. Result ID: 69c2970b47f34ce924ab0782. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### EKFAC Accuracy: 87.38. Result ID: 69c2970b47f34ce924ab077d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### IP Ensemble Accuracy: 86.44. Result ID: 69c2970b47f34ce924ab078b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### IP Accuracy: 86.17. Result ID: 69c2970b47f34ce924ab078a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### Self-TracIn Accuracy: 86.12. Result ID: 69c2970b47f34ce924ab077f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### LiSSA Accuracy: 86.07. Result ID: 69c2970b47f34ce924ab077c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### DataInf Accuracy: 85.99. Result ID: 69c2970b47f34ce924ab0787. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### Self-TracIn Accuracy: 85.22. Result ID: 69c2970b47f34ce924ab0788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### Self-LiSSA Accuracy: 85.16. Result ID: 69c2970b47f34ce924ab0789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### EKFAC Accuracy: 83.5. Result ID: 69c2970b47f34ce924ab0786. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### Pre Accuracy: 80.31. Result ID: 69c2970b47f34ce924ab077a. [Reporting paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### Pre Accuracy: 80.31. Result ID: 69c2970b47f34ce924ab0783. [Reporting paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### Self-LiSSA Accuracy: 78.97. Result ID: 69c2970b47f34ce924ab0780. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### LiSSA Accuracy: 78.69. Result ID: 69c2970b47f34ce924ab0785. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. ### Post Accuracy: 70.79. Result ID: 69c2970b47f34ce924ab077b. [Reporting paper]() Recorded evaluation configuration: {"Defense Protocol":"Relabeling"}. This record does not assert independent reproduction. ### Post Accuracy: 70.79. Result ID: 69c2970b47f34ce924ab0784. [Reporting paper]() Recorded evaluation configuration: {"Defense Protocol":"Reweighting"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.