# Classification on Malware 40% MCAR

Source: [Classification on Malware 40% MCAR](<https://www.sota2.com/research/sota/classification-on-malware-40-percent-mcar>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-19T08:38:45.441Z

Evaluation of classification performance on the Malware 40% MCAR dataset, reporting Ground Truth Accuracy, inference Time, standard Accuracy, 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 40% MCAR |
| Metric | Reported 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

- [Reported Accuracy](<https://www.sota2.com/research/sota/classification-on-malware-40-percent-mcar.md?metric=Reported%20Accuracy>): Higher is better; unit: PERCENT.

- [Ground Truth Accuracy](<https://www.sota2.com/research/sota/classification-on-malware-40-percent-mcar.md?metric=Ground%20Truth%20Accuracy>): Higher is better; unit: PERCENT.

- [Inference Time (s)](<https://www.sota2.com/research/sota/classification-on-malware-40-percent-mcar.md?metric=Inference%20Time%20(s)>): Lower is better; unit: TIME.

- [Imputed Sample Percentage](<https://www.sota2.com/research/sota/classification-on-malware-40-percent-mcar.md?metric=Imputed%20Sample%20Percentage>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Reported Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AMR | 96.87 | Not recorded | 68fa77871e209131cea73d8c |
| Baseline | 96.78 | 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 | 96.72 | Not recorded | 68fa77871e209131cea73d8c |
| AC | 96.72 | Not recorded | 68fa77871e209131cea73d8c |
| AMR | 96.39 | Not recorded | 68fa77871e209131cea73d8c |
| AMR | 95.79 | Not recorded | 68fa77871e209131cea73d8c |
| Baseline | 95.75 | Not recorded | 68fa77871e209131cea73d8c |
| AMR | 95.44 | Not recorded | 68fa77871e209131cea73d8c |
| AMR | 94.8 | Not recorded | 68fa77871e209131cea73d8c |
| Baseline | 93.83 | Not recorded | 68fa77871e209131cea73d8c |
| AMR | 92.6 | Not recorded | 68fa77871e209131cea73d8c |
| MR | 92.42 | Not recorded | 68fa77871e209131cea73d8c |
| AC | 92.2 | Not recorded | 68fa77871e209131cea73d8c |

### AMR

Reported Accuracy: 96.87. Result ID: 69bbb61347f34ce924a58f2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction.

### Baseline

Reported Accuracy: 96.78. Result ID: 69bbb61347f34ce924a58f32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction.

### Baseline

Reported Accuracy: 96.74. Result ID: 69bbb61347f34ce924a5905a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation model":"TCSDI","Classifier":"MLP"}. This record does not assert independent reproduction.

### AC

Reported Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction.

### AC

Reported Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction.

### Baseline

Reported Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction.

### Baseline

Reported Accuracy: 96.73. Result ID: 69bbb61347f34ce924a58f33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction.

### AMR

Reported Accuracy: 96.72. Result ID: 69bbb61347f34ce924a58f2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"MF"}. This record does not assert independent reproduction.

### AC

Reported Accuracy: 96.72. Result ID: 69bbb61347f34ce924a58f2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"TCSDI"}. This record does not assert independent reproduction.

### AMR

Reported Accuracy: 96.39. Result ID: 69bbb61347f34ce924a58f2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation Model":"KNN"}. This record does not assert independent reproduction.

### AMR

Reported Accuracy: 95.79. Result ID: 69bbb61347f34ce924a59057.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation model":"TCSDI","Classifier":"MLP"}. This record does not assert independent reproduction.

### Baseline

Reported Accuracy: 95.75. Result ID: 69bbb61347f34ce924a5905b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation model":"MF","Classifier":"MLP"}. This record does not assert independent reproduction.

### AMR

Reported Accuracy: 95.44. Result ID: 69bbb61347f34ce924a59058.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation model":"MF","Classifier":"MLP"}. This record does not assert independent reproduction.

### AMR

Reported Accuracy: 94.8. Result ID: 69bbb61347f34ce924a59056.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation model":"KNN","Classifier":"MLP"}. This record does not assert independent reproduction.

### Baseline

Reported Accuracy: 93.83. Result ID: 69bbb61347f34ce924a59059.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Imputation model":"KNN","Classifier":"MLP"}. This record does not assert independent reproduction.

### AMR

Reported Accuracy: 92.6. Result ID: 69bbb61347f34ce924a58e54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Repair Method":"Almost Minimal Repair","Classifier":"SVM"}. This record does not assert independent reproduction.

### MR

Reported Accuracy: 92.42. Result ID: 69bbb61347f34ce924a58e53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Repair Method":"Minimal Repair","Classifier":"SVM"}. This record does not assert independent reproduction.

### AC

Reported Accuracy: 92.2. Result ID: 69bbb61347f34ce924a58e52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77871e209131cea73d8c.md>)

Recorded evaluation configuration: {"Repair Method":"Attribute Completion","Classifier":"SVM"}. This record does not assert independent reproduction.

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