AI Security Research
2,104+ academic papers on AI security, attacks, and defenses
Attack HIGH
Xiyu Zeng, Siyuan Liang, Liming Lu +5 more
As the capabilities of Vision Language Models (VLMs) continue to improve, they are increasingly targeted by jailbreak attacks. Existing defense...
Benchmark MEDIUM
Balazs Pejo, Marcell Frank, Krisztian Varga +2 more
This paper investigates the fragility of contribution evaluation in federated learning, a critical mechanism for ensuring fairness and incentivizing...
6 months ago cs.LG cs.CR cs.GT
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Survey MEDIUM
Tharcisse Ndayipfukamiye, Jianguo Ding, Doreen Sebastian Sarwatt +2 more
Machine learning-based cybersecurity systems are highly vulnerable to adversarial attacks, while Generative Adversarial Networks (GANs) act as both...
6 months ago cs.CR cs.AI
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Attack HIGH
Wence Ji, Jiancan Wu, Aiying Li +5 more
With the rapid advancement of large language models (LLMs), their robustness against adversarial manipulations, particularly jailbreak backdoor...
6 months ago cs.CL cs.AI cs.CR
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