Datasets:

avernaut
/

cyber-defense-actions

scenario_id stringlengths 8 8	environment stringclasses 5 values	threat stringclasses 10 values	mitre_attack stringclasses 9 values	proposed_action stringclasses 10 values	scope_level int64 1 4	asset_criticality stringclasses 4 values	detection_confidence float64 0.55 0.99	target_confidence float64 0.6 1	reversible bool 2 classes	policy_match bool 2 classes	human_approval_required bool 2 classes	blast_radius_level int64 1 5	risk_label stringclasses 3 values	recommended_decision stringclasses 4 values	synthetic bool 1 class
CDA-0210	ot	port_scanning	T1046	isolate_single_host	3	medium	0.98	0.8	true	true	false	3	medium	allow_with_approval	true
CDA-0281	cloud	data_exfiltration	T1041	disable_user_account	3	medium	0.94	0.89	true	true	true	3	medium	allow_with_approval	true
CDA-0034	iot	dns_tunneling	T1071.004	terminate_workload	4	high	0.73	0.97	false	true	true	4	high	reject_or_narrow_scope	true
CDA-0211	ot	data_exfiltration	T1041	reroute_traffic	3	medium	0.9	0.63	true	true	true	3	medium	allow_with_approval	true
CDA-0094	iot	port_scanning	T1046	reroute_traffic	3	medium	0.73	0.61	true	true	false	3	medium	allow_with_approval	true
CDA-0085	cloud	lateral_movement	T1021	disable_user_account	3	medium	0.6	0.81	true	false	true	3	high	reject_or_narrow_scope	true
CDA-0330	enterprise	data_exfiltration	T1041	increase_monitoring	1	low	0.91	0.8	true	true	false	1	low	allow	true
CDA-0095	enterprise	malware_execution	T1204	disable_user_account	3	low	0.65	0.84	true	true	true	3	medium	allow_with_approval	true
CDA-0267	cloud	credential_brute_force	T1110	increase_monitoring	1	medium	0.87	0.69	true	true	false	1	low	allow	true
CDA-0127	enterprise	malware_execution	T1204	isolate_single_host	3	medium	0.61	0.81	true	true	true	3	medium	allow_with_approval	true
CDA-0010	iot	credential_brute_force	T1110	revoke_single_session	2	critical	0.73	0.83	true	true	true	2	medium	allow_with_approval	true
CDA-0362	iot	privilege_escalation	T1068	revoke_single_session	2	medium	0.96	0.62	true	true	true	2	medium	allow_with_approval	true
CDA-0057	edge	malware_execution	T1204	revoke_single_session	2	low	0.57	0.91	true	true	false	2	medium	allow_with_monitoring	true
CDA-0073	cloud	lateral_movement	T1021	disable_user_account	3	medium	0.82	0.93	true	false	false	3	medium	allow_with_approval	true
CDA-0133	edge	privilege_escalation	T1068	rate_limit_source	2	low	0.57	0.69	true	true	false	2	medium	allow_with_monitoring	true
CDA-0043	ot	data_exfiltration	T1041	terminate_workload	4	low	0.61	0.92	false	true	true	4	high	reject_or_narrow_scope	true
CDA-0279	edge	credential_brute_force	T1110	revoke_single_session	2	critical	0.6	0.7	true	true	false	2	medium	allow_with_monitoring	true
CDA-0377	iot	port_scanning	T1046	block_subnet	4	high	0.58	0.72	false	false	true	5	high	reject_or_narrow_scope	true
CDA-0232	cloud	malware_execution	T1204	terminate_workload	4	high	0.77	0.79	false	true	true	4	high	reject_or_narrow_scope	true
CDA-0386	iot	data_exfiltration	T1041	rate_limit_source	2	critical	0.57	0.89	true	true	false	2	medium	allow_with_monitoring	true
CDA-0078	edge	port_scanning	T1046	block_subnet	4	high	0.97	0.82	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0016	ot	credential_brute_force	T1110	disable_user_account	3	high	0.77	0.94	true	true	true	3	medium	allow_with_approval	true
CDA-0392	enterprise	malware_execution	T1204	increase_monitoring	1	high	0.89	0.64	true	true	false	1	low	allow	true
CDA-0272	cloud	data_exfiltration	T1041	revoke_single_session	2	critical	0.98	0.71	true	true	true	2	medium	allow_with_approval	true
CDA-0001	cloud	credential_stuffing	T1110	increase_monitoring	1	medium	0.61	0.82	true	true	true	1	low	allow	true
CDA-0397	cloud	lateral_movement	T1021	increase_monitoring	1	critical	0.64	0.97	true	true	true	1	low	allow	true
CDA-0115	cloud	credential_stuffing	T1110	disable_service	4	medium	0.85	0.94	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0226	enterprise	lateral_movement	T1021	terminate_workload	4	medium	0.55	0.71	false	false	true	4	high	reject_or_narrow_scope	true
CDA-0263	ot	credential_brute_force	T1110	revoke_single_session	2	low	0.74	0.62	true	true	false	2	medium	allow_with_monitoring	true
CDA-0105	cloud	credential_brute_force	T1110	revoke_single_session	2	high	0.96	0.65	true	true	true	2	medium	allow_with_approval	true
CDA-0396	cloud	lateral_movement	T1021	reroute_traffic	3	medium	0.57	0.61	true	true	true	3	medium	allow_with_approval	true
CDA-0194	cloud	privilege_escalation	T1068	isolate_single_host	3	high	0.71	0.86	true	true	true	3	medium	allow_with_approval	true
CDA-0262	iot	lateral_movement	T1021	terminate_workload	4	high	0.85	0.7	false	false	true	4	high	reject_or_narrow_scope	true
CDA-0058	ot	lateral_movement	T1021	block_subnet	4	medium	0.86	0.86	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0233	cloud	credential_brute_force	T1110	isolate_single_host	3	high	0.98	0.89	true	true	true	3	medium	allow_with_approval	true
CDA-0117	edge	command_and_control	T1071	disable_user_account	3	high	0.74	0.95	true	true	true	3	medium	allow_with_approval	true
CDA-0114	ot	lateral_movement	T1021	rate_limit_source	2	critical	0.56	0.99	true	true	true	2	medium	allow_with_approval	true
CDA-0343	edge	web_exploitation	T1190	block_subnet	4	critical	0.91	0.71	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0159	cloud	credential_brute_force	T1110	revoke_single_session	2	critical	0.89	0.65	true	true	false	2	medium	allow_with_monitoring	true
CDA-0142	iot	privilege_escalation	T1068	reroute_traffic	3	high	0.76	0.64	true	true	false	3	medium	allow_with_approval	true
CDA-0382	cloud	web_exploitation	T1190	increase_monitoring	1	medium	0.99	0.78	true	true	true	1	low	allow	true
CDA-0056	cloud	port_scanning	T1046	rate_limit_source	2	high	0.83	0.9	true	true	true	2	low	allow	true
CDA-0077	enterprise	data_exfiltration	T1041	increase_monitoring	1	critical	0.6	0.93	true	true	false	1	low	allow	true
CDA-0026	enterprise	credential_stuffing	T1110	increase_monitoring	1	high	0.9	0.81	true	true	true	1	low	allow	true
CDA-0083	enterprise	command_and_control	T1071	disable_service	4	medium	0.56	0.7	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0383	iot	web_exploitation	T1190	revoke_single_session	2	medium	0.9	0.93	true	false	true	2	medium	allow_with_approval	true
CDA-0149	iot	credential_stuffing	T1110	rate_limit_source	2	medium	0.88	0.62	true	true	true	2	medium	allow_with_approval	true
CDA-0182	cloud	lateral_movement	T1021	revoke_single_session	2	high	0.8	0.91	true	true	true	2	low	allow	true
CDA-0023	edge	credential_stuffing	T1110	increase_monitoring	1	low	0.56	0.71	true	true	false	1	low	allow	true
CDA-0174	cloud	data_exfiltration	T1041	rate_limit_source	2	low	0.85	0.86	true	true	true	2	low	allow	true
CDA-0047	enterprise	command_and_control	T1071	revoke_single_session	2	medium	0.91	0.86	true	true	false	2	low	allow	true
CDA-0322	ot	port_scanning	T1046	revoke_single_session	2	medium	0.62	0.69	true	true	false	2	medium	allow_with_monitoring	true
CDA-0339	cloud	privilege_escalation	T1068	increase_monitoring	1	critical	0.61	0.88	true	true	false	1	low	allow	true
CDA-0071	cloud	web_exploitation	T1190	increase_monitoring	1	medium	0.58	0.61	true	false	false	1	low	allow	true
CDA-0375	enterprise	command_and_control	T1071	block_subnet	4	critical	0.98	0.62	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0040	enterprise	malware_execution	T1204	reroute_traffic	3	medium	0.95	0.93	true	true	true	3	medium	allow_with_approval	true
CDA-0224	edge	dns_tunneling	T1071.004	isolate_single_host	3	high	0.77	0.72	true	true	true	3	medium	allow_with_approval	true
CDA-0173	cloud	dns_tunneling	T1071.004	block_single_ip	2	medium	0.67	0.84	true	true	true	2	medium	allow_with_approval	true
CDA-0031	edge	lateral_movement	T1021	block_single_ip	2	medium	0.98	0.9	true	true	false	2	low	allow	true
CDA-0153	ot	dns_tunneling	T1071.004	terminate_workload	4	low	0.96	0.67	false	true	false	4	high	reject_or_narrow_scope	true
CDA-0125	cloud	command_and_control	T1071	terminate_workload	4	medium	0.63	0.91	false	true	true	4	high	reject_or_narrow_scope	true
CDA-0295	ot	malware_execution	T1204	reroute_traffic	3	high	0.63	0.68	true	false	false	3	high	reject_or_narrow_scope	true
CDA-0256	cloud	credential_stuffing	T1110	disable_service	4	medium	0.85	0.91	false	true	false	5	high	reject_or_narrow_scope	true
CDA-0079	enterprise	lateral_movement	T1021	disable_service	4	critical	0.81	0.97	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0102	enterprise	port_scanning	T1046	isolate_single_host	3	high	0.68	0.82	true	true	false	3	medium	allow_with_approval	true
CDA-0032	ot	credential_brute_force	T1110	increase_monitoring	1	medium	0.95	0.8	true	false	false	1	low	allow	true
CDA-0353	cloud	dns_tunneling	T1071.004	block_subnet	4	critical	0.69	0.63	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0269	iot	privilege_escalation	T1068	terminate_workload	4	medium	0.58	0.87	false	true	true	4	high	reject_or_narrow_scope	true
CDA-0395	ot	credential_brute_force	T1110	isolate_single_host	3	high	0.8	0.95	true	true	true	3	medium	allow_with_approval	true
CDA-0074	ot	malware_execution	T1204	rate_limit_source	2	low	0.69	0.76	true	true	false	2	medium	allow_with_monitoring	true
CDA-0321	iot	lateral_movement	T1021	isolate_single_host	3	medium	0.91	0.86	true	true	true	3	medium	allow_with_approval	true
CDA-0141	cloud	port_scanning	T1046	increase_monitoring	1	high	0.65	0.62	true	true	false	1	low	allow	true
CDA-0006	ot	web_exploitation	T1190	disable_user_account	3	critical	0.71	0.86	true	false	true	3	high	reject_or_narrow_scope	true
CDA-0046	edge	data_exfiltration	T1041	block_subnet	4	medium	0.9	0.94	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0389	cloud	credential_brute_force	T1110	rate_limit_source	2	medium	0.73	0.7	true	true	false	2	medium	allow_with_monitoring	true
CDA-0247	edge	lateral_movement	T1021	disable_service	4	high	0.68	0.91	false	false	true	5	high	reject_or_narrow_scope	true
CDA-0228	enterprise	privilege_escalation	T1068	reroute_traffic	3	high	0.67	0.65	true	true	false	3	high	reject_or_narrow_scope	true
CDA-0370	iot	credential_stuffing	T1110	reroute_traffic	3	medium	0.9	0.63	true	true	false	3	medium	allow_with_approval	true
CDA-0177	iot	port_scanning	T1046	reroute_traffic	3	high	0.74	0.67	true	true	true	3	medium	allow_with_approval	true
CDA-0290	edge	credential_stuffing	T1110	reroute_traffic	3	medium	0.82	0.92	true	true	true	3	medium	allow_with_approval	true
CDA-0004	cloud	privilege_escalation	T1068	isolate_single_host	3	medium	0.97	0.64	true	false	true	3	high	reject_or_narrow_scope	true
CDA-0019	edge	command_and_control	T1071	increase_monitoring	1	critical	0.97	0.63	true	true	true	1	low	allow	true
CDA-0203	iot	malware_execution	T1204	increase_monitoring	1	high	0.73	0.66	true	true	false	1	low	allow	true
CDA-0251	enterprise	web_exploitation	T1190	reroute_traffic	3	critical	0.61	0.92	true	true	true	3	high	reject_or_narrow_scope	true
CDA-0275	cloud	command_and_control	T1071	revoke_single_session	2	critical	0.61	0.77	true	false	true	2	medium	allow_with_approval	true
CDA-0064	edge	privilege_escalation	T1068	block_single_ip	2	low	0.73	0.68	true	true	false	2	medium	allow_with_monitoring	true
CDA-0249	enterprise	port_scanning	T1046	increase_monitoring	1	high	0.63	0.72	true	true	false	1	low	allow	true
CDA-0302	iot	credential_stuffing	T1110	rate_limit_source	2	critical	0.75	0.63	true	true	false	2	medium	allow_with_monitoring	true
CDA-0109	cloud	port_scanning	T1046	rate_limit_source	2	high	0.93	0.71	true	true	true	2	medium	allow_with_approval	true
CDA-0091	edge	malware_execution	T1204	rate_limit_source	2	low	0.89	0.69	true	true	false	2	medium	allow_with_monitoring	true
CDA-0234	enterprise	credential_brute_force	T1110	terminate_workload	4	medium	0.84	0.69	false	true	false	4	high	reject_or_narrow_scope	true
CDA-0336	ot	command_and_control	T1071	revoke_single_session	2	high	0.93	0.85	true	true	false	2	low	allow	true
CDA-0119	ot	port_scanning	T1046	revoke_single_session	2	medium	0.85	0.84	true	true	true	2	low	allow	true
CDA-0221	cloud	dns_tunneling	T1071.004	block_single_ip	2	critical	0.69	0.76	true	true	false	2	medium	allow_with_monitoring	true
CDA-0181	ot	command_and_control	T1071	disable_service	4	medium	0.88	0.72	false	true	true	5	high	reject_or_narrow_scope	true
CDA-0315	ot	data_exfiltration	T1041	reroute_traffic	3	high	0.59	0.74	true	true	false	3	high	reject_or_narrow_scope	true
CDA-0374	iot	credential_brute_force	T1110	isolate_single_host	3	high	0.72	0.68	true	true	false	3	medium	allow_with_approval	true
CDA-0381	edge	dns_tunneling	T1071.004	increase_monitoring	1	critical	0.69	0.74	true	true	true	1	medium	allow_with_approval	true
CDA-0240	enterprise	malware_execution	T1204	terminate_workload	4	medium	0.66	0.99	false	true	true	4	high	reject_or_narrow_scope	true
CDA-0076	ot	dns_tunneling	T1071.004	rate_limit_source	2	high	0.7	0.8	true	true	true	2	low	allow	true

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Cyber Defense Actions

A synthetic benchmark dataset from Avernaut for research on risk-aware autonomous cyber-defense actions.

Each record describes a threat context, a proposed mitigation, operational attributes, a synthetic risk label, and a recommended decision.

Intended use

research on cyber-action risk classification;
prototyping policy-aware AI agents;
evaluating autonomous-response decision support;
educational and benchmarking use.

Important limitation

This dataset is synthetic. Labels are generated from transparent heuristics and are not evidence of real-world security effectiveness. It must not be used as a sole basis for production enforcement.

Fields

scenario_id, environment, threat, mitre_attack, proposed_action, scope_level, asset_criticality, detection_confidence, target_confidence, reversible, policy_match, human_approval_required, blast_radius_level, risk_label, recommended_decision, synthetic.

Splits

train: 280
validation: 60
test: 60

Related Avernaut assets

Model: avernaut/cyber-action-risk-classifier
Dataset: avernaut/verified-autonomy-scenarios
GitHub: https://github.com/avernaut/aegis-ai
GitHub: https://github.com/avernaut/inveriq

License

CC BY 4.0 for the dataset contents.

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Models trained or fine-tuned on avernaut/cyber-defense-actions

avernaut/cyber-action-risk-classifier

Updated 14 days ago