# Multivariate Time Series Anomaly Detection on CICIDS Source: [Multivariate Time Series Anomaly Detection on CICIDS]() Collection index: [llms.txt]() Data updated: 2026-06-23T08:48:58.239Z Evaluation of Multivariate Time Series Anomaly Detection performance on the CICIDS dataset, reporting standard Precision (P), Recall (R), and F1 scores. 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 | Multivariate Time Series Anomaly Detection | | Dataset (including any stated split) | CICIDS | | Metric | Precision | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Precision](): Higher is better; unit: PERCENT. - [Recall](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Precision | Result date | Report paper | | --- | --- | --- | --- | | CATCH | 0.3 | Not recorded | 68fa78821e209131cea78c3e | | iTrans | 0.2 | Not recorded | 68fa78821e209131cea78c3e | | DLin | 0.2 | Not recorded | 68fa78821e209131cea78c3e | | Modern | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | DualTF | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | ATrans | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | DC | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | TsNet | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | Patch | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | NLin | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | TFAD | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | Ocsvm | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | PCA | 0.1 | Not recorded | 68fa78821e209131cea78c3e | | AE | 0 | Not recorded | 68fa78821e209131cea78c3e | | IF | 0 | Not recorded | 68fa78821e209131cea78c3e | | HBOS | 0 | Not recorded | 68fa78821e209131cea78c3e | ### CATCH Precision: 0.3. Result ID: 6a3a486bfbc373592c351a56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### iTrans Precision: 0.2. Result ID: 6a3a486bfbc373592c351a58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DLin Precision: 0.2. Result ID: 6a3a486bfbc373592c351a5e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Modern Precision: 0.1. Result ID: 6a3a486bfbc373592c351a57. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DualTF Precision: 0.1. Result ID: 6a3a486bfbc373592c351a59. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ATrans Precision: 0.1. Result ID: 6a3a486bfbc373592c351a5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DC Precision: 0.1. Result ID: 6a3a486bfbc373592c351a5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TsNet Precision: 0.1. Result ID: 6a3a486bfbc373592c351a5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Patch Precision: 0.1. Result ID: 6a3a486bfbc373592c351a5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NLin Precision: 0.1. Result ID: 6a3a486bfbc373592c351a5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TFAD Precision: 0.1. Result ID: 6a3a486bfbc373592c351a61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ocsvm Precision: 0.1. Result ID: 6a3a486bfbc373592c351a62. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA Precision: 0.1. Result ID: 6a3a486bfbc373592c351a64. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AE Precision: 0. Result ID: 6a3a486bfbc373592c351a60. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IF Precision: 0. Result ID: 6a3a486bfbc373592c351a63. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS Precision: 0. Result ID: 6a3a486bfbc373592c351a65. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.