AI Security Research

2,583+ academic papers on AI security, attacks, and defenses

Total
2,583
Attack
994
Benchmark
740
Defense
355
Tool
275
Survey
146

Showing 861–880 of 2,583 papers

Attack HIGH

Prompt Injection as Role Confusion

Charles Ye, Jasmine Cui, Dylan Hadfield-Menell

Language models remain vulnerable to prompt injection attacks despite extensive safety training. We trace this failure to role confusion: models...

2 months ago cs.CL cs.AI cs.CR PDF
Attack HIGH

Prompt Injection as Role Confusion

Charles Ye, Jasmine Cui, Dylan Hadfield-Menell

Language models remain vulnerable to prompt injection attacks despite extensive safety training. We trace this failure to role confusion: models...

2 months ago cs.CL cs.AI cs.CR PDF
Attack HIGH

TFL: Targeted Bit-Flip Attack on Large Language Model

Jingkai Guo, Chaitali Chakrabarti, Deliang Fan

Large language models (LLMs) are increasingly deployed in safety and security critical applications, raising concerns about their robustness to model...

2 months ago cs.CR cs.CL cs.LG PDF

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