Attack Detection

Benchmarks

Dataset Name	SOTA Method	Metric
SWaT Malicious Controller Output Injection (test)	SRLR	F1 Score99.8	20	4d ago
CIFAR-100 (test)	FS	BIM AUC89	16	4d ago
SWaT Controller Configuration Tampering Attack (test)	SRLR	F199.55	10	4d ago
Harmful Attacks 105K sample set	LlamaGuard	Detection Rate97.4	8	4d ago
VeReMi Extension	FedSecureFormer	Recall (A(1))95.14	5	4d ago
Benign Samples 105K sample set		Benign FPR40	4	4d ago
Mixed Attacks 105K sample set	LogReg (Ours)	Detection Rate77	4	4d ago
Extraction Attacks 105K sample set		Detection Rate100	4	4d ago
Jailbreak Attacks 105K sample set	LogReg (Ours)	Detection Rate68	4	4d ago
BATADAL (val)	XGB + RF	AUC97.23	4	4d ago
HotpotQA and FEVER	RSP-M	AUROC0.94	3	4d ago
Agent Traces IID	structural tokenization	ROC AUC0.93	3	4d ago
Agent Traces (Held-out)	gated multi-view fusion	ROC-AUC (Social engineering)0.89	3	4d ago
Attack Traces OOD Average	Struct	AUC0.83	3	4d ago
Attack Traces (Unknown)	Struct	AUC0.97	3	4d ago
Attack Traces Tool hijack	Struct	AUC0.85	3	4d ago
Attack Traces Data exfiltration	Struct	AUC0.85	3	4d ago
Attack Traces Prompt injection	Gated	AUC83	3	4d ago
Attack Traces Social engineering	Gated	AUC89	3	4d ago
Attack Traces IID	Struct	AUC93	3	4d ago
TEP DRL-Discovered Stealth Attack	ARC-Hardened	F1 Score89	2	4d ago
TEP Data Replay Attack	ARC-Hardened	F1 Score93	2	4d ago
InjecAgent Agentic Attacks	LogReg (Ours)	Detection Rate0.99	2	4d ago
AIT-ADS excluding noise alerts A (simul-attacks)	AlertBERT	AUC (macro)0.8898	2	4d ago
AIT-ADS including noise alerts A (simul-attacks)	AlertBERT	AUC (macro)0.9259	2	4d ago

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