InjecAgent

Benchmarks

Task Name	Dataset Name	SOTA Result
Targeted Attack	InjecAgent	ASR@348	55
Trojan Attack	InjecAgent	ASR49	36
Attack Success Rate	InjecAgent	Attack Success Rate (ASR)88.3	32
Prompt Injection Attack	InjecAgent	ASR @ 1 Attempt0	32
Tool Attack Defense	InjecAgent random topology (test)	ASR@10.375	16
Agent behavioral safety	InjecAgent	Safety Rate95.1	14
Prompt Injection Defense	InjecAgent	ASR0	12
Indirect Prompt Injection	InjecAgent	Base ASR0.3	12
RAG Poisoning Defense	Extended InjecAgent RAG Poisoning	ASR0	12
App Data Stealing Defense	Extended InjecAgent App Data Stealing	ASR0	9
App Compromise Defense	Extended InjecAgent App Compromise	ASR0	9
Tool Attack Defense	InjecAgent random architecture	ASR7.3	6
Tool-agent security evaluation	InjecAgent	ASR0	6
Indirect Prompt Injection Defense	InjecAgent external stress (test)	DH Block Rate100	4
Security Evaluation	InjecAgent	Direct Harm86.08	4
Content Safety Detection	InjecAgent	F1 Score92.8	2
Propagation Detection	InjecAgent enhanced	Precision1	2
Propagation Detection	InjecAgent base	Precision100	2
Indirect injection interception	InjecAgent all malicious 100 samples	Interception Rate (IR)100	2
Attack Detection	InjecAgent Agentic Attacks	Detection Rate0.99	2

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