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ResearchFormerly WizWand

Malicious Agent on PoisonRAG

27ASR@3No Defense
0.65687.495914.33521.1741Aug 11, 2025Sep 2, 2025Sep 24, 2025Oct 16, 2025Nov 7, 2025Nov 29, 2025Dec 21, 2025
Updated 6mo ago

Evaluation results

MethodLinks
No DefenseTopology=Random2025.1227—
No DefenseTopology=Star, Backbone LLM=GPT-4o-mini2025.0826—
No DefenseTopology=Random, Backbone LLM=GPT-4o-mini2025.0824.67—
No DefenseTopology=Star2025.1224.33—
TAMTopology=Random, Backbone LLM=GPT-4o-mini2025.0823.6749.78
No DefenseTopology=Chain, Backbone LLM=GPT-4o-mini2025.0822.33—
TAMTopology=Random2025.1220.6750.22
No DefenseTopology=Chain2025.1220.33—
TAMTopology=Star, Backbone LLM=GPT-4o-mini2025.0819.6766.22
No DefenseTopology=Tree, Backbone LLM=GPT-4o-mini2025.0818—
No DefenseTopology=Tree2025.1217.67—
DOMINANTTopology=Random2025.1217.6764.89
TAMTopology=Chain2025.121751.56
DOMINANTTopology=Random, Backbone LLM=GPT-4o-mini2025.081765.33
TAMTopology=Star2025.121666.22
DOMINANTTopology=Star2025.1215.6764.44
BlindGuardTopology=Chain2025.1214.6780.89
TAMTopology=Chain, Backbone LLM=GPT-4o-mini2025.0814.6752
DOMINANTTopology=Chain2025.1214.3366.67
DOMINANTTopology=Tree, Backbone LLM=GPT-4o-mini2025.0814.3365.33
DOMINANTTopology=Tree2025.1213.6764.89
DOMINANTTopology=Star, Backbone LLM=GPT-4o-mini2025.0813.6765.33
PREMTopology=Random, Backbone LLM=GPT-4o-mini2025.0813.6762.22
TAMTopology=Tree2025.1213.3358.22
PREMTopology=Star2025.1213.3362.67
BlindGuardTopology=Random2025.1212.3381.78
TAMTopology=Tree, Backbone LLM=GPT-4o-mini2025.081256.44
PREMTopology=Random2025.121161.33
DOMINANTTopology=Chain, Backbone LLM=GPT-4o-mini2025.081164
BlindGuardTopology=Star2025.1210.3387.11
BlindGuardTopology=Chain, Backbone LLM=GPT-4o-mini2025.081081.78
BlindGuardTopology=Star, Backbone LLM=GPT-4o-mini2025.081089.33
PREMTopology=Tree2025.12959.11
PREMTopology=Star, Backbone LLM=GPT-4o-mini2025.08962.22
BlindGuardTopology=Tree2025.128.3375.56
PREMTopology=Tree, Backbone LLM=GPT-4o-mini2025.088.3362.22
PREMTopology=Chain2025.12758.67
BlindGuardTopology=Tree, Backbone LLM=GPT-4o-mini2025.08776.89
G-SafeguardTopology=Random, Backbone LLM=GPT-4o-mini2025.08798.67
BlindGuardTopology=Random, Backbone LLM=GPT-4o-mini2025.086.6782.67
XG-GuardTopology=Random2025.126.3399.56
G-SafeguardTopology=Star2025.126100
PREMTopology=Chain, Backbone LLM=GPT-4o-mini2025.08661.33
XG-GuardTopology=Tree2025.12599.11
G-SafeguardTopology=Tree2025.124.3399.11
G-SafeguardTopology=Chain2025.124100
G-SafeguardTopology=Chain, Backbone LLM=GPT-4o-mini2025.084100
XG-GuardTopology=Chain2025.123.6799.56
G-SafeguardTopology=Random2025.123.6797.78
G-SafeguardTopology=Tree, Backbone LLM=GPT-4o-mini2025.083100
XG-GuardTopology=Star2025.122.3398.67
G-SafeguardTopology=Star, Backbone LLM=GPT-4o-mini2025.081.67100