Share your thoughts, 1 month free Claude Pro on us
See more
Feedback
Search any
task
Search any
task
SOTA Attack Detection benchmarks and papers with code | Wizwand
Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Tasks
Attack Detection
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
SWaT Malicious Controller Output Injection (test)
SRLR
F1 Score
99.8
20
1mo ago
CIFAR-100 (test)
FS
BIM AUC
89
16
1mo ago
SWaT Controller Configuration Tampering Attack (test)
SRLR
F1
99.55
10
1mo ago
Harmful Attacks 105K sample set
LlamaGuard
Detection Rate
97.4
8
1mo ago
DARPA THEIA E5
Threatrace
TP
66
7
1mo ago
DARPA CADETS E5
MAGIC
TP
123
7
1mo ago
DARPA THEIA E3
MAGIC
True Positives (TP)
115
7
1mo ago
DARPA E3 CADETS
MAGIC
True Positives (TP)
63
7
1mo ago
THEIA Kairos
Auto-Prov
AUC-ROC
0.858
6
1mo ago
THEIA OCR-APT
Auto-Prov
AUC-ROC
96.2
6
1mo ago
THEIA MAGIC
Auto-Prov
AUC-ROC
86.9
6
1mo ago
THEIA Flash
Auto-Prov
AUC-ROC
90.1
6
1mo ago
Attack Detection Evaluation Set
traceguard
Safety (Th=0.3)
100
5
12d ago
VeReMi Extension
FedSecureFormer
Recall (A(1))
95.14
5
1mo ago
Benign Samples 105K sample set
PromptGuard 2
Benign FPR
40
4
1mo ago
Mixed Attacks 105K sample set
LogReg (Ours)
Detection Rate
77
4
1mo ago
Extraction Attacks 105K sample set
PromptGuard 2
Detection Rate
100
4
1mo ago
Jailbreak Attacks 105K sample set
LogReg (Ours)
Detection Rate
68
4
1mo ago
BATADAL (val)
XGB + RF
AUC
97.23
4
1mo ago
HotpotQA and FEVER
RSP-M
AUROC
0.94
3
1mo ago
Agent Traces IID
structural tokenization
ROC AUC
0.93
3
1mo ago
Agent Traces (Held-out)
gated multi-view fusion
ROC-AUC (Social engineering)
0.89
3
1mo ago
Attack Traces OOD Average
Struct
AUC
0.83
3
1mo ago
Attack Traces (Unknown)
Struct
AUC
0.97
3
1mo ago
Attack Traces Tool hijack
Struct
AUC
0.85
3
1mo ago
Showing 25 of 35 rows
25 / page
50 / page
100 / page
1
2
Search any
task
Search any
task
Privacy Policy
Terms of Service
FAQs
Swarm Docs