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 441–460 of 986 papers

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Defense MEDIUM

What Matters For Safety Alignment?

Xing Li, Hui-Ling Zhen, Lihao Yin +3 more

This paper presents a comprehensive empirical study on the safety alignment capabilities. We evaluate what matters for safety alignment in LLMs and...

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

Extracting books from production language models

Ahmed Ahmed, A. Feder Cooper, Sanmi Koyejo +1 more

Many unresolved legal questions over LLMs and copyright center on memorization: whether specific training data have been encoded in the model's...

2 months ago cs.CL cs.AI cs.LG PDF
Attack MEDIUM

Aggressive Compression Enables LLM Weight Theft

Davis Brown, Juan-Pablo Rivera, Dan Hendrycks +1 more

As frontier AIs become more powerful and costly to develop, adversaries have increasing incentives to steal model weights by mounting exfiltration...

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

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