# Classification on Malware 20% MCAR Source: [Classification on Malware 20% MCAR]() Collection index: [llms.txt]() Data updated: 2026-03-19T08:38:45.411Z Evaluation of classification performance on the Malware 20% MCAR dataset, reporting Ground Truth Accuracy, standard Accuracy, inference Time, and the percentage of imputed samples. 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 | Classification | | Dataset (including any stated split) | Malware 20% MCAR | | 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. - [Ground Truth Accuracy](): Higher is better; unit: PERCENT. - [Inference Time (s)](): Lower is better; unit: TIME. - [Imputed Samples (%)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 96.89 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.74 | Not recorded | 68fa77871e209131cea73d8c | | AC | 96.73 | Not recorded | 68fa77871e209131cea73d8c | | AC | 96.73 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.73 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.73 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 96.71 | Not recorded | 68fa77871e209131cea73d8c | | MR | 96.7 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.7 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 96.69 | Not recorded | 68fa77871e209131cea73d8c | | AC | 96.68 | Not recorded | 68fa77871e209131cea73d8c | | Baseline | 96.52 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 96.32 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 96.1 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 95.6 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 95.59 | Not recorded | 68fa77871e209131cea73d8c | | AC | 93.13 | Not recorded | 68fa77871e209131cea73d8c | | AMR | 90.01 | Not recorded | 68fa77871e209131cea73d8c | ### Baseline Accuracy: 96.89. Result ID: 69bbb61347f34ce924a58f29. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.74. Result ID: 69bbb61347f34ce924a59054. [Reporting paper]() Recorded evaluation configuration: {"Imputation model":"TCSDI","Classifier":"MLP"}. This record does not assert independent reproduction. ### AC Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### AC Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f28. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f2a. [Reporting paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### AMR Accuracy: 96.71. Result ID: 69bbb61347f34ce924a58f23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### MR Accuracy: 96.7. Result ID: 69bbb61347f34ce924a58e50. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Repair Method":"Minimal Repair","Classifier":"SVM"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.7. Result ID: 69bbb61347f34ce924a59055. [Reporting paper]() Recorded evaluation configuration: {"Imputation model":"MF","Classifier":"MLP"}. This record does not assert independent reproduction. ### AMR Accuracy: 96.69. Result ID: 69bbb61347f34ce924a58f22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction. ### AC Accuracy: 96.68. Result ID: 69bbb61347f34ce924a58f26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction. ### Baseline Accuracy: 96.52. Result ID: 69bbb61347f34ce924a59053. [Reporting paper]() Recorded evaluation configuration: {"Imputation model":"KNN","Classifier":"MLP"}. This record does not assert independent reproduction. ### AMR Accuracy: 96.32. Result ID: 69bbb61347f34ce924a58f24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction. ### AMR Accuracy: 96.1. Result ID: 69bbb61347f34ce924a59050. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation model":"KNN","Classifier":"MLP"}. This record does not assert independent reproduction. ### AMR Accuracy: 95.6. Result ID: 69bbb61347f34ce924a58e51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Repair Method":"Almost Minimal Repair","Classifier":"SVM"}. This record does not assert independent reproduction. ### AMR Accuracy: 95.59. Result ID: 69bbb61347f34ce924a59052. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation model":"MF","Classifier":"MLP"}. This record does not assert independent reproduction. ### AC Accuracy: 93.13. Result ID: 69bbb61347f34ce924a58e4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Repair Method":"Attribute Completion","Classifier":"SVM"}. This record does not assert independent reproduction. ### AMR Accuracy: 90.01. Result ID: 69bbb61347f34ce924a59051. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Imputation model":"TCSDI","Classifier":"MLP"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.