AI Security Research

2,077+ academic papers on AI security, attacks, and defenses

Total
2,077
Attack
809
Benchmark
603
Defense
272
Tool
226
Survey
113

Showing 361–380 of 986 papers

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Attack MEDIUM

PAC-Private Responses with Adversarial Composition

Xiaochen Zhu, Mayuri Sridhar, Srinivas Devadas

Modern machine learning models are increasingly deployed behind APIs. This renders standard weight-privatization methods (e.g. DP-SGD) unnecessarily...

2 months ago cs.LG cs.CR PDF
Tool MEDIUM

AgenTRIM: Tool Risk Mitigation for Agentic AI

Roy Betser, Shamik Bose, Amit Giloni +3 more

AI agents are autonomous systems that combine LLMs with external tools to solve complex tasks. While such tools extend capability, improper tool...

2 months ago cs.CR cs.AI PDF

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