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
Indirect Prompt Injection	InjecAgent	Base ASR0.3	12
RAG Poisoning Defense	Extended InjecAgent RAG Poisoning	ASR0	12
Prompt Injection Defense	InjecAgent	ASR0	9
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
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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