2,529+ academic papers on AI security, attacks, and defenses
Showing 2421–2440 of 2,529 papers
Matheus Vinicius da Silva de Oliveira, Jonathan de Andrade Silva, Awdren de Lima Fontao
Large Language Models (LLMs) are widely used across multiple domains but continue to raise concerns regarding security and fairness. Beyond known...
Zheng Zhang, Ziwei Shan, Kaitao Song +2 more
Process Reward Models (PRMs) have emerged as a promising approach to enhance the reasoning capabilities of large language models (LLMs) by guiding...
Firas Ben Hmida, Abderrahmen Amich, Ata Kaboudi +1 more
Deep neural networks (DNNs) are increasingly being deployed in high-stakes applications, from self-driving cars to biometric authentication. However,...
Seiji Maekawa, Jackson Hassell, Pouya Pezeshkpour +2 more
Existing benchmarks for tool-augmented language models (TaLMs) lack fine-grained control over task difficulty and remain vulnerable to data...
Yao Tong, Haonan Wang, Siquan Li +2 more
Fingerprinting Large Language Models (LLMs) is essential for provenance verification and model attribution. Existing methods typically extract...
Shuai Shao, Qihan Ren, Chen Qian +8 more
Advances in Large Language Models (LLMs) have enabled a new class of self-evolving agents that autonomously improve through interaction with the...
Qinjian Zhao, Jiaqi Wang, Zhiqiang Gao +3 more
Large Language Models (LLMs) have achieved impressive performance across diverse natural language processing tasks, but their growing power also...
Joel Dyer, Daniel Jarne Ornia, Nicholas Bishop +2 more
Evaluating the safety of frontier AI systems is an increasingly important concern, helping to measure the capabilities of such models and identify...
Yixu Wang, Xin Wang, Yang Yao +4 more
The rapid integration of Large Language Models (LLMs) into high-stakes domains necessitates reliable safety and compliance evaluation. However,...
Xiaobao Wang, Ruoxiao Sun, Yujun Zhang +4 more
Graph Neural Networks (GNNs) have demonstrated strong performance across tasks such as node classification, link prediction, and graph...
Marco Zimmerli, Andreas Plesner, Till Aczel +1 more
Deep neural networks remain vulnerable to adversarial examples despite advances in architectures and training paradigms. We investigate how training...
Dennis Jacob, Emad Alghamdi, Zhanhao Hu +2 more
Large language models (LLMs) have become increasingly popular due to their ability to interact with unstructured content. As such, LLMs are now a key...
Guolei Huang, Qinzhi Peng, Gan Xu +3 more
As Vision-Language Models (VLMs) move into interactive, multi-turn use, safety concerns intensify for multimodal multi-turn dialogue, which is...
Simin Chen, Yixin He, Suman Jana +1 more
LLM-based agents are increasingly deployed for software maintenance tasks such as automated program repair (APR). APR agents automatically fetch...
Ruolin Chen, Yinqian Sun, Jihang Wang +3 more
Embodied agents powered by large language models (LLMs) inherit advanced planning capabilities; however, their direct interaction with the physical...
Yein Park, Jungwoo Park, Jaewoo Kang
Large language models (LLMs), despite being safety-aligned, exhibit brittle refusal behaviors that can be circumvented by simple linguistic changes....
Xiang Zhang, Kun Wei, Xu Yang +3 more
As Large Language Models (LLMs) become increasingly prevalent, their security vulnerabilities have already drawn attention. Machine unlearning is...
Juyeop Kim, Songkuk Kim, Jong-Seok Lee
Despite their success in image generation, diffusion models can memorize training data, raising serious privacy and copyright concerns. Although...
Jing-Jing Li, Jianfeng He, Chao Shang +6 more
As LLMs advance into autonomous agents with tool-use capabilities, they introduce security challenges that extend beyond traditional content-based...
Boyang Zhang, Istemi Ekin Akkus, Ruichuan Chen +4 more
Multimodal large language models (MLLMs) have demonstrated remarkable capabilities in processing and reasoning over diverse modalities, but their...
Get breaking CVE alerts, compliance reports (ISO 42001, EU AI Act), and CISO risk assessments for your AI/ML stack.
Start 14-Day Free Trial
AI Threat Alert