Spotlight "adversarial robustness" Papers

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Conference

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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

DNA-DetectLLM: Unveiling AI-Generated Text via a DNA-Inspired Mutation-Repair Paradigm

Xiaowei Zhu, Yubing Ren, Fang Fang et al.

NEURIPS 2025spotlightarXiv:2509.15550

ErrorTrace: A Black-Box Traceability Mechanism Based on Model Family Error Space

Chuanchao Zang, Xiangtao Meng, Wenyu Chen et al.

NEURIPS 2025spotlight

Robust SuperAlignment: Weak-to-Strong Robustness Generalization for Vision-Language Models

Junhao Dong, Cong Zhang, Xinghua Qu et al.

NEURIPS 2025spotlight

Improving Interpretation Faithfulness for Vision Transformers

Lijie Hu, Yixin Liu, Ninghao Liu et al.

ICML 2024spotlightarXiv:2311.17983

The Perception-Robustness Tradeoff in Deterministic Image Restoration

Guy Ohayon, Tomer Michaeli, Michael Elad

ICML 2024spotlightarXiv:2311.09253