{ "@context": { "@language": "en", "@vocab": "https://schema.org/", "citeAs": "cr:citeAs", "column": "cr:column", "conformsTo": "dct:conformsTo", "cr": "http://mlcommons.org/croissant/", "rai": "http://mlcommons.org/croissant/RAI/", "data": { "@id": "cr:data", "@type": "@json" }, "dataType": { "@id": "cr:dataType", "@type": "@vocab" }, "dct": "http://purl.org/dc/terms/", "equivalentProperty": "cr:equivalentProperty", "examples": { "@id": "cr:examples", "@type": "@json" }, "extract": "cr:extract", "field": "cr:field", "fileProperty": "cr:fileProperty", "fileObject": "cr:fileObject", "fileSet": "cr:fileSet", "format": "cr:format", "includes": "cr:includes", "isLiveDataset": "cr:isLiveDataset", "jsonPath": "cr:jsonPath", "key": "cr:key", "md5": "cr:md5", "parentField": "cr:parentField", "path": "cr:path", "recordSet": "cr:recordSet", "references": "cr:references", "regex": "cr:regex", "repeated": "cr:repeated", "replace": "cr:replace", "samplingRate": "cr:samplingRate", "sc": "https://schema.org/", "separator": "cr:separator", "source": "cr:source", "subField": "cr:subField", "transform": "cr:transform" }, "@type": "sc:Dataset", "name": "CAD-CICIDS2017", "description": "Continual-learning variant of CIC-IDS2017: 6 tasks, 2,076,848 samples, 18.77% anomaly ratio in test.", "conformsTo": [ "http://mlcommons.org/croissant/1.1", "http://mlcommons.org/croissant/RAI/1.0" ], "citeAs": "Anonymized for NeurIPS submissions", "creator": { "@type": "sc:Person", "name": "Anonymized for NeurIPS submissions" }, "inLanguage": "en", "keywords": [ "network intrusion detection", "continual learning", "tabular", "anomaly detection", "continual anomaly detection" ], "license": "CC-BY-4.0", "prov:wasDerivedFrom": "https://www.unb.ca/cic/datasets/ids-2017.html", "prov:wasGeneratedBy": "Anonymized for NeurIPS submissions", "rai:dataBiases": "Lab-only CIC testbed traffic with scripted attacks; benign/attack imbalance.", "rai:dataLimitations": "CICFlowMeter has documented TCP-termination and labelling issues (Engelen et al., WTMC 2021).", "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.", "rai:dataUseCases": [ "Training", "Testing", "Validation" ], "rai:hasSyntheticData": false, "rai:personalSensitiveInformation": "No PII; only aggregated flow-level numerical features. Source/destination IPs and packet payloads are excluded during preprocessing.", "url": "https://huggingface.co/datasets/anonymizeddb/CAD-CICIDS2017", "version": "1.0.0", "distribution": [ { "@type": "cr:FileObject", "@id": "data.csv", "name": "data.csv", "description": "Tabular dataset rows.", "contentSize": "732795517 B", "contentUrl": "data.csv", "encodingFormat": "text/csv", "sha256": "4f2df2827cd3ba58860dc4b6dc2433d5264e899fa2569946ac0f7089a65d015d" }, { "@type": "cr:FileObject", "@id": "orderings.json", "name": "orderings.json", "description": "Task orderings for continual-learning evaluation.", "contentSize": "1412 B", "contentUrl": "orderings.json", "encodingFormat": "application/json", "sha256": "1702bd943506618647720de27252519fafc17de049bc34a1306b2d57b76c2da7" } ], "recordSet": [ { "@type": "cr:RecordSet", "@id": "data", "name": "data", "description": "Per-row records from data.csv with auto-inferred schema.", "field": [ { "@type": "cr:Field", "@id": "data/Destination_Port", "name": "Destination Port", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Destination Port" } } }, { "@type": "cr:Field", "@id": "data/Flow_Duration", "name": "Flow Duration", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Flow Duration" } } }, { "@type": "cr:Field", "@id": "data/Total_Fwd_Packets", "name": "Total Fwd Packets", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Total Fwd Packets" } } }, { "@type": "cr:Field", "@id": "data/Total_Backward_Packets", "name": "Total Backward Packets", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Total Backward Packets" } } }, { "@type": "cr:Field", "@id": "data/Total_Length_of_Fwd_Packets", "name": "Total Length of Fwd Packets", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Total Length of Fwd Packets" } } }, { "@type": "cr:Field", "@id": "data/Total_Length_of_Bwd_Packets", "name": "Total Length of Bwd Packets", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Total Length of Bwd Packets" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Packet_Length_Max", "name": "Fwd Packet Length Max", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Packet Length Max" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Packet_Length_Min", "name": "Fwd Packet Length Min", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Packet Length Min" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Packet_Length_Mean", "name": "Fwd Packet Length Mean", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Packet Length Mean" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Packet_Length_Std", "name": "Fwd Packet Length Std", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Packet Length Std" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Packet_Length_Max", "name": "Bwd Packet Length Max", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Packet Length Max" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Packet_Length_Min", "name": "Bwd Packet Length Min", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Packet Length Min" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Packet_Length_Mean", "name": "Bwd Packet Length Mean", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Packet Length Mean" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Packet_Length_Std", "name": "Bwd Packet Length Std", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Packet Length Std" } } }, { "@type": "cr:Field", "@id": "data/Flow_Bytes_s", "name": "Flow Bytes/s", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Flow Bytes/s" } } }, { "@type": "cr:Field", "@id": "data/Flow_Packets_s", "name": "Flow Packets/s", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Flow Packets/s" } } }, { "@type": "cr:Field", "@id": "data/Flow_IAT_Mean", "name": "Flow IAT Mean", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Flow IAT Mean" } } }, { "@type": "cr:Field", "@id": "data/Flow_IAT_Std", "name": "Flow IAT Std", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Flow IAT Std" } } }, { "@type": "cr:Field", "@id": "data/Flow_IAT_Max", "name": "Flow IAT Max", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Flow IAT Max" } } }, { "@type": "cr:Field", "@id": "data/Flow_IAT_Min", "name": "Flow IAT Min", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Flow IAT Min" } } }, { "@type": "cr:Field", "@id": "data/Fwd_IAT_Total", "name": "Fwd IAT Total", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd IAT Total" } } }, { "@type": "cr:Field", "@id": "data/Fwd_IAT_Mean", "name": "Fwd IAT Mean", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd IAT Mean" } } }, { "@type": "cr:Field", "@id": "data/Fwd_IAT_Std", "name": "Fwd IAT Std", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd IAT Std" } } }, { "@type": "cr:Field", "@id": "data/Fwd_IAT_Max", "name": "Fwd IAT Max", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd IAT Max" } } }, { "@type": "cr:Field", "@id": "data/Fwd_IAT_Min", "name": "Fwd IAT Min", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd IAT Min" } } }, { "@type": "cr:Field", "@id": "data/Bwd_IAT_Total", "name": "Bwd IAT Total", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd IAT Total" } } }, { "@type": "cr:Field", "@id": "data/Bwd_IAT_Mean", "name": "Bwd IAT Mean", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd IAT Mean" } } }, { "@type": "cr:Field", "@id": "data/Bwd_IAT_Std", "name": "Bwd IAT Std", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd IAT Std" } } }, { "@type": "cr:Field", "@id": "data/Bwd_IAT_Max", "name": "Bwd IAT Max", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd IAT Max" } } }, { "@type": "cr:Field", "@id": "data/Bwd_IAT_Min", "name": "Bwd IAT Min", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd IAT Min" } } }, { "@type": "cr:Field", "@id": "data/Fwd_PSH_Flags", "name": "Fwd PSH Flags", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd PSH Flags" } } }, { "@type": "cr:Field", "@id": "data/Bwd_PSH_Flags", "name": "Bwd PSH Flags", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd PSH Flags" } } }, { "@type": "cr:Field", "@id": "data/Fwd_URG_Flags", "name": "Fwd URG Flags", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd URG Flags" } } }, { "@type": "cr:Field", "@id": "data/Bwd_URG_Flags", "name": "Bwd URG Flags", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd URG Flags" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Header_Length", "name": "Fwd Header Length", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Header Length" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Header_Length", "name": "Bwd Header Length", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Header Length" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Packets_s", "name": "Fwd Packets/s", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Packets/s" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Packets_s", "name": "Bwd Packets/s", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Packets/s" } } }, { "@type": "cr:Field", "@id": "data/Min_Packet_Length", "name": "Min Packet Length", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Min Packet Length" } } }, { "@type": "cr:Field", "@id": "data/Max_Packet_Length", "name": "Max Packet Length", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Max Packet Length" } } }, { "@type": "cr:Field", "@id": "data/Packet_Length_Mean", "name": "Packet Length Mean", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Packet Length Mean" } } }, { "@type": "cr:Field", "@id": "data/Packet_Length_Std", "name": "Packet Length Std", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Packet Length Std" } } }, { "@type": "cr:Field", "@id": "data/Packet_Length_Variance", "name": "Packet Length Variance", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Packet Length Variance" } } }, { "@type": "cr:Field", "@id": "data/FIN_Flag_Count", "name": "FIN Flag Count", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "FIN Flag Count" } } }, { "@type": "cr:Field", "@id": "data/SYN_Flag_Count", "name": "SYN Flag Count", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "SYN Flag Count" } } }, { "@type": "cr:Field", "@id": "data/RST_Flag_Count", "name": "RST Flag Count", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "RST Flag Count" } } }, { "@type": "cr:Field", "@id": "data/PSH_Flag_Count", "name": "PSH Flag Count", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "PSH Flag Count" } } }, { "@type": "cr:Field", "@id": "data/ACK_Flag_Count", "name": "ACK Flag Count", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "ACK Flag Count" } } }, { "@type": "cr:Field", "@id": "data/URG_Flag_Count", "name": "URG Flag Count", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "URG Flag Count" } } }, { "@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_Count", "name": "ECE Flag Count", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "ECE Flag Count" } } }, { "@type": "cr:Field", "@id": "data/Down_Up_Ratio", "name": "Down/Up Ratio", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Down/Up Ratio" } } }, { "@type": "cr:Field", "@id": "data/Average_Packet_Size", "name": "Average Packet Size", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Average Packet Size" } } }, { "@type": "cr:Field", "@id": "data/Avg_Fwd_Segment_Size", "name": "Avg Fwd Segment Size", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Avg Fwd Segment Size" } } }, { "@type": "cr:Field", "@id": "data/Avg_Bwd_Segment_Size", "name": "Avg Bwd Segment Size", "dataType": "sc:Float", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Avg Bwd Segment Size" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Header_Length.1", "name": "Fwd Header Length.1", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Header Length.1" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Avg_Bytes_Bulk", "name": "Fwd Avg Bytes/Bulk", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Avg Bytes/Bulk" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Avg_Packets_Bulk", "name": "Fwd Avg Packets/Bulk", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Avg Packets/Bulk" } } }, { "@type": "cr:Field", "@id": "data/Fwd_Avg_Bulk_Rate", "name": "Fwd Avg Bulk Rate", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Fwd Avg Bulk Rate" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Avg_Bytes_Bulk", "name": "Bwd Avg Bytes/Bulk", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Avg Bytes/Bulk" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Avg_Packets_Bulk", "name": "Bwd Avg Packets/Bulk", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Avg Packets/Bulk" } } }, { "@type": "cr:Field", "@id": "data/Bwd_Avg_Bulk_Rate", "name": "Bwd Avg Bulk Rate", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Bwd Avg Bulk Rate" } } }, { "@type": "cr:Field", "@id": "data/Subflow_Fwd_Packets", "name": "Subflow Fwd Packets", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Subflow Fwd Packets" } } }, { "@type": "cr:Field", "@id": "data/Subflow_Fwd_Bytes", "name": "Subflow Fwd Bytes", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Subflow Fwd Bytes" } } }, { "@type": "cr:Field", "@id": "data/Subflow_Bwd_Packets", "name": "Subflow Bwd Packets", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Subflow Bwd Packets" } } }, { "@type": "cr:Field", "@id": "data/Subflow_Bwd_Bytes", "name": "Subflow Bwd Bytes", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Subflow Bwd Bytes" } } }, { "@type": "cr:Field", "@id": "data/Init_Win_bytes_forward", "name": "Init_Win_bytes_forward", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Init_Win_bytes_forward" } } }, { "@type": "cr:Field", "@id": "data/Init_Win_bytes_backward", "name": "Init_Win_bytes_backward", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Init_Win_bytes_backward" } } }, { "@type": "cr:Field", "@id": "data/act_data_pkt_fwd", "name": "act_data_pkt_fwd", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "act_data_pkt_fwd" } } }, { "@type": "cr:Field", "@id": "data/min_seg_size_forward", "name": "min_seg_size_forward", "dataType": "sc:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "min_seg_size_forward" } } }, { "@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:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Active Max" } } }, { "@type": "cr:Field", "@id": "data/Active_Min", "name": "Active Min", "dataType": "sc:Integer", "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:Integer", "source": { "fileObject": { "@id": "data.csv" }, "extract": { "column": "Idle Max" } } }, { "@type": "cr:Field", "@id": "data/Idle_Min", "name": "Idle Min", "dataType": "sc:Integer", "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": [ "cicids2017_5", "cicids2017_2", "cicids2017_0", "cicids2017_3", "cicids2017_4", "cicids2017_1" ] }, { "orderings/name": "curriculum_desc", "orderings/task_sequence": [ "cicids2017_1", "cicids2017_4", "cicids2017_3", "cicids2017_0", "cicids2017_2", "cicids2017_5" ] }, { "orderings/name": "generalization_desc", "orderings/task_sequence": [ "cicids2017_4", "cicids2017_3", "cicids2017_0", "cicids2017_2", "cicids2017_5", "cicids2017_1" ] }, { "orderings/name": "generalization_asc", "orderings/task_sequence": [ "cicids2017_1", "cicids2017_5", "cicids2017_2", "cicids2017_0", "cicids2017_3", "cicids2017_4" ] }, { "orderings/name": "smooth_drift", "orderings/task_sequence": [ "cicids2017_5", "cicids2017_1", "cicids2017_4", "cicids2017_0", "cicids2017_2", "cicids2017_3" ] }, { "orderings/name": "abrupt_drift", "orderings/task_sequence": [ "cicids2017_4", "cicids2017_5", "cicids2017_3", "cicids2017_1", "cicids2017_2", "cicids2017_0" ] } ] } ], "datePublished": "2026-05-06" }