Datasets:
Tasks:
Tabular Classification
Modalities:
Tabular
Sub-tasks:
tabular-multi-class-classification
Languages:
English
Size:
1M<n<10M
Tags:
anomaly-detection
continual-learning
continual-anomaly-detection
network-intrusion-detection
cybersecurity
tabular
License:
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| "name": "CAD-CICIDS2018", | |
| "description": "Continual-learning variant of CSE-CIC-IDS2018: 5 tasks, 2,590,771 samples, 28.04% anomaly ratio in test.", | |
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| "continual learning", | |
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| "license": "CC-BY-4.0", | |
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| "rai:dataBiases": "AWS-emulated enterprise testbed with scripted attacks; severe benign/attack imbalance.", | |
| "rai:dataLimitations": "CICFlowMeter-V3 has documented TCP-termination and labelling issues.", | |
| "rai:dataSocialImpact": "Intended for defensive ML research on continual anomaly detection. Dual-use risk is limited since published features are aggregate flow statistics. Misuse for offensive purposes is out of scope.", | |
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| "rai:personalSensitiveInformation": "No PII; only aggregated flow-level numerical features. Source/destination IPs and packet payloads are excluded during preprocessing.", | |
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| "@id": "data/Pkt_Len_Var", | |
| "name": "Pkt Len Var", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Pkt Len Var" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/FIN_Flag_Cnt", | |
| "name": "FIN Flag Cnt", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "FIN Flag Cnt" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/SYN_Flag_Cnt", | |
| "name": "SYN Flag Cnt", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "SYN Flag Cnt" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/RST_Flag_Cnt", | |
| "name": "RST Flag Cnt", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "RST Flag Cnt" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/PSH_Flag_Cnt", | |
| "name": "PSH Flag Cnt", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "PSH Flag Cnt" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/ACK_Flag_Cnt", | |
| "name": "ACK Flag Cnt", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "ACK Flag Cnt" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/URG_Flag_Cnt", | |
| "name": "URG Flag Cnt", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "URG Flag Cnt" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/CWE_Flag_Count", | |
| "name": "CWE Flag Count", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "CWE Flag Count" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/ECE_Flag_Cnt", | |
| "name": "ECE Flag Cnt", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "ECE Flag Cnt" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Down_Up_Ratio", | |
| "name": "Down/Up Ratio", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Down/Up Ratio" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Pkt_Size_Avg", | |
| "name": "Pkt Size Avg", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Pkt Size Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Seg_Size_Avg", | |
| "name": "Fwd Seg Size Avg", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Seg Size Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Seg_Size_Avg", | |
| "name": "Bwd Seg Size Avg", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Seg Size Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Byts_b_Avg", | |
| "name": "Fwd Byts/b Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Byts/b Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Pkts_b_Avg", | |
| "name": "Fwd Pkts/b Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Pkts/b Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Blk_Rate_Avg", | |
| "name": "Fwd Blk Rate Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Blk Rate Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Byts_b_Avg", | |
| "name": "Bwd Byts/b Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Byts/b Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Pkts_b_Avg", | |
| "name": "Bwd Pkts/b Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Pkts/b Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Bwd_Blk_Rate_Avg", | |
| "name": "Bwd Blk Rate Avg", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Bwd Blk Rate Avg" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Fwd_Pkts", | |
| "name": "Subflow Fwd Pkts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Fwd Pkts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Fwd_Byts", | |
| "name": "Subflow Fwd Byts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Fwd Byts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Bwd_Pkts", | |
| "name": "Subflow Bwd Pkts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Bwd Pkts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Subflow_Bwd_Byts", | |
| "name": "Subflow Bwd Byts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Subflow Bwd Byts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Init_Fwd_Win_Byts", | |
| "name": "Init Fwd Win Byts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Init Fwd Win Byts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Init_Bwd_Win_Byts", | |
| "name": "Init Bwd Win Byts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Init Bwd Win Byts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Act_Data_Pkts", | |
| "name": "Fwd Act Data Pkts", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Act Data Pkts" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Fwd_Seg_Size_Min", | |
| "name": "Fwd Seg Size Min", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Fwd Seg Size Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Mean", | |
| "name": "Active Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Std", | |
| "name": "Active Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Max", | |
| "name": "Active Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Active_Min", | |
| "name": "Active Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Active Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Mean", | |
| "name": "Idle Mean", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Mean" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Std", | |
| "name": "Idle Std", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Std" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Max", | |
| "name": "Idle Max", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Max" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/Idle_Min", | |
| "name": "Idle Min", | |
| "dataType": "sc:Float", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "Idle Min" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/label", | |
| "name": "label", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "label" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/task_split", | |
| "name": "task_split", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "task_split" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/task_id", | |
| "name": "task_id", | |
| "dataType": "sc:Integer", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "task_id" | |
| } | |
| } | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "data/task_name", | |
| "name": "task_name", | |
| "dataType": "sc:Text", | |
| "source": { | |
| "fileObject": { | |
| "@id": "data.csv" | |
| }, | |
| "extract": { | |
| "column": "task_name" | |
| } | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "@type": "cr:RecordSet", | |
| "@id": "orderings", | |
| "name": "orderings", | |
| "description": "Task orderings for continual-learning evaluation. Inlined so the Croissant is self-contained.", | |
| "key": { | |
| "@id": "orderings/name" | |
| }, | |
| "field": [ | |
| { | |
| "@type": "cr:Field", | |
| "@id": "orderings/name", | |
| "name": "name", | |
| "dataType": "sc:Text" | |
| }, | |
| { | |
| "@type": "cr:Field", | |
| "@id": "orderings/task_sequence", | |
| "name": "task_sequence", | |
| "dataType": "sc:Text", | |
| "references": { | |
| "field": { | |
| "@id": "data/task_name" | |
| } | |
| }, | |
| "repeated": true | |
| } | |
| ], | |
| "data": [ | |
| { | |
| "orderings/name": "curriculum_asc", | |
| "orderings/task_sequence": [ | |
| "cicids2018_3", | |
| "cicids2018_4", | |
| "cicids2018_2", | |
| "cicids2018_1", | |
| "cicids2018_0" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "curriculum_desc", | |
| "orderings/task_sequence": [ | |
| "cicids2018_0", | |
| "cicids2018_1", | |
| "cicids2018_2", | |
| "cicids2018_4", | |
| "cicids2018_3" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "generalization_desc", | |
| "orderings/task_sequence": [ | |
| "cicids2018_2", | |
| "cicids2018_3", | |
| "cicids2018_0", | |
| "cicids2018_1", | |
| "cicids2018_4" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "generalization_asc", | |
| "orderings/task_sequence": [ | |
| "cicids2018_4", | |
| "cicids2018_1", | |
| "cicids2018_0", | |
| "cicids2018_3", | |
| "cicids2018_2" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "smooth_drift", | |
| "orderings/task_sequence": [ | |
| "cicids2018_2", | |
| "cicids2018_0", | |
| "cicids2018_1", | |
| "cicids2018_3", | |
| "cicids2018_4" | |
| ] | |
| }, | |
| { | |
| "orderings/name": "abrupt_drift", | |
| "orderings/task_sequence": [ | |
| "cicids2018_1", | |
| "cicids2018_2", | |
| "cicids2018_3", | |
| "cicids2018_0", | |
| "cicids2018_4" | |
| ] | |
| } | |
| ] | |
| } | |
| ], | |
| "datePublished": "2026-05-06" | |
| } |