# Malware Attribution on APT Malware dataset Source: [Malware Attribution on APT Malware dataset]() Collection index: [llms.txt]() Data updated: 2026-06-04T09:32:45.576Z Evaluation of malware attribution performance on the APT Malware dataset, reporting Precision, Recall, and F1 scores (including macro averages). 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 | Malware Attribution | | Dataset (including any stated split) | APT Malware dataset | | Metric | F1 Score (macro) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [F1 Score (macro)](): Higher is better; unit: PERCENT. - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. - [Precision (macro)](): Higher is better; unit: PERCENT. - [Recall (macro)](): Higher is better; unit: PERCENT. ## Recorded results | Method | F1 Score (macro) | Result date | Report paper | | --- | --- | --- | --- | | Extra Trees | 90 | Not recorded | 6a2106a4c10484bac23f02c8 | | XGB | 89 | Not recorded | 6a2106a4c10484bac23f02c8 | | Hist Gradient Boosting | 89 | Not recorded | 6a2106a4c10484bac23f02c8 | | Extra Trees | 88 | Not recorded | 6a2106a4c10484bac23f02c8 | | Kida | 88 | Not recorded | 6a2106a4c10484bac23f02c8 | | Xu | 87 | Not recorded | 6a2106a4c10484bac23f02c8 | | Cat Boost | 86 | Not recorded | 6a2106a4c10484bac23f02c8 | | Hist Gradient Boosting | 86 | Not recorded | 6a2106a4c10484bac23f02c8 | | LGBM | 86 | Not recorded | 6a2106a4c10484bac23f02c8 | | Cat Boost | 86 | Not recorded | 6a2106a4c10484bac23f02c8 | | LGBM | 86 | Not recorded | 6a2106a4c10484bac23f02c8 | | XGB | 86 | Not recorded | 6a2106a4c10484bac23f02c8 | | Random Forest | 69 | Not recorded | 6a2106a4c10484bac23f02c8 | | Random Forest | 69 | Not recorded | 6a2106a4c10484bac23f02c8 | ### Extra Trees F1 Score (macro): 90. Result ID: 6a214631fbc373592c1d37fc. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"F1"}. This record does not assert independent reproduction. ### XGB F1 Score (macro): 89. Result ID: 6a214631fbc373592c1d3800. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"F1"}. This record does not assert independent reproduction. ### Hist Gradient Boosting F1 Score (macro): 89. Result ID: 6a214631fbc373592c1d3803. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"Precision"}. This record does not assert independent reproduction. ### Extra Trees F1 Score (macro): 88. Result ID: 6a214631fbc373592c1d3802. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"Precision"}. This record does not assert independent reproduction. ### Kida F1 Score (macro): 88. Result ID: 6a214631fbc373592c1d3808. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Xu F1 Score (macro): 87. Result ID: 6a214631fbc373592c1d3807. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Cat Boost F1 Score (macro): 86. Result ID: 6a214631fbc373592c1d37fb. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"F1"}. This record does not assert independent reproduction. ### Hist Gradient Boosting F1 Score (macro): 86. Result ID: 6a214631fbc373592c1d37fd. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"F1"}. This record does not assert independent reproduction. ### LGBM F1 Score (macro): 86. Result ID: 6a214631fbc373592c1d37fe. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"F1"}. This record does not assert independent reproduction. ### Cat Boost F1 Score (macro): 86. Result ID: 6a214631fbc373592c1d3801. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"Precision"}. This record does not assert independent reproduction. ### LGBM F1 Score (macro): 86. Result ID: 6a214631fbc373592c1d3804. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"Precision"}. This record does not assert independent reproduction. ### XGB F1 Score (macro): 86. Result ID: 6a214631fbc373592c1d3806. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"Precision"}. This record does not assert independent reproduction. ### Random Forest F1 Score (macro): 69. Result ID: 6a214631fbc373592c1d37ff. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"F1"}. This record does not assert independent reproduction. ### Random Forest F1 Score (macro): 69. Result ID: 6a214631fbc373592c1d3805. [Reporting paper]() Recorded evaluation configuration: {"Tuning":"Precision"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.