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ResearchFormerly WizWand

Targeted Attack on InjecAgent

48ASR@3No Defense
-1.60811.27124.1537.029Aug 11, 2025Sep 7, 2025Oct 4, 2025Oct 31, 2025Nov 27, 2025Dec 24, 2025Jan 21, 2026
Updated 6mo ago

Evaluation results

MethodLinks
No DefenseTopology=Chain, Backbone LLM=GPT-4o-mini2025.0848——
No DefenseTopology=Tree2025.1247.97——
No DefenseTopology=Chain2025.1245.9——
No DefenseTopology=Tree, Backbone LLM=GPT-4o-mini2025.0845.05——
No DefenseTopology=Star, Backbone LLM=GPT-4o-mini2025.0843.57——
No DefenseTopology=Random, Backbone LLM=GPT-4o-mini2025.0839.78——
No DefenseTopology=Star2025.1239.19——
TAMTopology=Random, Backbone LLM=GPT-4o-mini2025.0835.7852—
TAMTopology=Random2025.1234.8352—
TAMTopology=Star2025.1233.8270.67—
No DefenseTopology=Random2025.1232.38——
TAMTopology=Tree, Backbone LLM=GPT-4o-mini2025.0832.0161.33—
TAMTopology=Chain, Backbone LLM=GPT-4o-mini2025.0830.0461.33—
TAMTopology=Chain2025.1229.8960.44—
TAMTopology=Tree2025.1229.1458.22—
TAMTopology=Star, Backbone LLM=GPT-4o-mini2025.0826.5771.11—
BlindGuardTopology=Random, Backbone LLM=GPT-4o-mini2025.0817.6979.56—
DOMINANTTopology=Star2025.1217.5487.11—
BlindGuardTopology=Tree2025.1217.4283.56—
BlindGuardTopology=Chain2025.1216.7884.89—
BlindGuardTopology=Random2025.1216.5580.44—
BlindGuardTopology=Chain, Backbone LLM=GPT-4o-mini2025.0816.3886.22—
PREMTopology=Tree, Backbone LLM=GPT-4o-mini2025.0816.2185.78—
PREMTopology=Chain2025.1215.7986.22—
DOMINANTTopology=Tree, Backbone LLM=GPT-4o-mini2025.0815.3388.44—
DOMINANTTopology=Chain2025.1215.2287.56—
PREMTopology=Chain, Backbone LLM=GPT-4o-mini2025.0815.1789.33—
DOMINANTTopology=Chain, Backbone LLM=GPT-4o-mini2025.0814.9888—
DOMINANTTopology=Random, Backbone LLM=GPT-4o-mini2025.0814.9384.63—
PREMTopology=Star, Backbone LLM=GPT-4o-mini2025.0814.6893.78—
PREMTopology=Random, Backbone LLM=GPT-4o-mini2025.0814.4986.22—
DOMINANTTopology=Star, Backbone LLM=GPT-4o-mini2025.0814.3389.33—
PREMTopology=Tree2025.1214.1986.67—
PREMTopology=Random2025.1213.786.22—
BlindGuardTopology=Star, Backbone LLM=GPT-4o-mini2025.0812.5993.78—
BlindGuardTopology=Tree, Backbone LLM=GPT-4o-mini2025.0812.585.78—
DOMINANTTopology=Tree2025.1212.4189.78—
G-SafeguardTopology=Chain, Backbone LLM=GPT-4o-mini2025.0810.24100—
PREMTopology=Star2025.129.5996.44—
XG-GuardTopology=Chain2025.129.4999.56—
G-SafeguardTopology=Chain2025.129.21100—
BlindGuardTopology=Star2025.129.1594.22—
XG-GuardTopology=Tree2025.127.9399.56—
DOMINANTTopology=Random2025.127.7586.22—
G-SafeguardTopology=Tree2025.127.07100—
G-SafeguardTopology=Star, Backbone LLM=GPT-4o-mini2025.086.87100—
XG-GuardTopology=Random2025.126.5798.67—
G-SafeguardTopology=Star2025.126.44100—
G-SafeguardTopology=Random2025.126.1697.78—
XG-GuardTopology=Star2025.125.1999.11—
G-SafeguardTopology=Random, Backbone LLM=GPT-4o-mini2025.085.1498.22—
G-SafeguardTopology=Tree, Backbone LLM=GPT-4o-mini2025.084.76100—
INFA-GUARDBackbone=Qwen3-235B-A22B2026.013.7—98.3
INFA-GUARDBackbone=GPT-4o-mini2026.012.1—98.3
AgentSafeBackbone=Qwen3-235B-A22B2026.010.3—100