NeurIPS 2025 "adversarial attacks" Papers

12 papers found

Adversarial Attacks against Closed-Source MLLMs via Feature Optimal Alignment

Xiaojun Jia, Sensen Gao, Simeng Qin et al.

NeurIPS 2025posterarXiv:2505.21494
12
citations

Adversary Aware Optimization for Robust Defense

Daniel Wesego, Pedram Rooshenas

NeurIPS 2025poster

Bits Leaked per Query: Information-Theoretic Bounds for Adversarial Attacks on LLMs

Masahiro Kaneko, Timothy Baldwin

NeurIPS 2025spotlightarXiv:2510.17000

Bridging Symmetry and Robustness: On the Role of Equivariance in Enhancing Adversarial Robustness

Longwei Wang, Ifrat Ikhtear Uddin, Prof. KC Santosh (PhD) et al.

NeurIPS 2025spotlightarXiv:2510.16171
2
citations

DepthVanish: Optimizing Adversarial Interval Structures for Stereo-Depth-Invisible Patches

Yun Xing, Yue Cao, Nhat Chung et al.

NeurIPS 2025posterarXiv:2506.16690

Dynamical Low-Rank Compression of Neural Networks with Robustness under Adversarial Attacks

Steffen Schotthöfer, Lexie Yang, Stefan Schnake

NeurIPS 2025oralarXiv:2505.08022
6
citations

Fit the Distribution: Cross-Image/Prompt Adversarial Attacks on Multimodal Large Language Models

Hai Yan, Haijian Ma, Xiaowen Cai et al.

NeurIPS 2025poster

IPAD: Inverse Prompt for AI Detection - A Robust and Interpretable LLM-Generated Text Detector

Zheng CHEN, Yushi Feng, Jisheng Dang et al.

NeurIPS 2025posterarXiv:2502.15902

MIP against Agent: Malicious Image Patches Hijacking Multimodal OS Agents

Lukas Aichberger, Alasdair Paren, Guohao Li et al.

NeurIPS 2025posterarXiv:2503.10809
10
citations

Non-Adaptive Adversarial Face Generation

Sunpill Kim, Seunghun Paik, Chanwoo Hwang et al.

NeurIPS 2025posterarXiv:2507.12107
1
citations

Stochastic Regret Guarantees for Online Zeroth- and First-Order Bilevel Optimization

Parvin Nazari, Bojian Hou, Davoud Ataee Tarzanagh et al.

NeurIPS 2025posterarXiv:2511.01126

Virus Infection Attack on LLMs: Your Poisoning Can Spread "VIA" Synthetic Data

Zi Liang, Qingqing Ye, Xuan Liu et al.

NeurIPS 2025spotlight