v1v2 (latest)

Certified Adversarial Robustness via Randomized Smoothing

8 February 2019

Jeremy M. Cohen

Elan Rosenfeld

J. Zico Kolter

AAML

ArXiv (abs)PDF HTML Github (390★)

Papers citing "Certified Adversarial Robustness via Randomized Smoothing"

50 / 1,313 papers shown

Title
One Sample is Enough to Make Conformal Prediction Robust Soroush H. Zargarbashi Mohammad Sadegh Akhondzadeh Aleksandar Bojchevski 32 0 0 19 Jun 2025
Pixel-level Certified Explanations via Randomized Smoothing Alaa Anani Tobias Lorenz Mario Fritz Bernt Schiele FAtt AAML 67 0 0 18 Jun 2025
CertDW: Towards Certified Dataset Ownership Verification via Conformal Prediction Ting Qiao Yiming Li Jianbin Li Yingjia Wang Leyi Qi Junfeng Guo Ruili Feng Dacheng Tao AAML 38 0 0 16 Jun 2025
Position: Certified Robustness Does Not (Yet) Imply Model Security Andrew C. Cullen Paul Montague S. Erfani Benjamin I. P. Rubinstein 43 0 0 16 Jun 2025
A Crack in the Bark: Leveraging Public Knowledge to Remove Tree-Ring Watermarks Junhua Lin Marc Juarez 125 0 0 12 Jun 2025
Interior-Point Vanishing Problem in Semidefinite Relaxations for Neural Network Verification Ryota Ueda Takami Sato Ken Kobayashi Kazuhide Nakata AAML 109 0 0 12 Jun 2025
AWP: Activation-Aware Weight Pruning and Quantization with Projected Gradient Descent Jing Liu T. Koike-Akino Ye Wang Hassan Mansour Matthew Brand MQ 88 0 0 11 Jun 2025
One Patch to Rule Them All: Transforming Static Patches into Dynamic Attacks in the Physical World Xingshuo Han Chen Ling Shiyi Yao Haozhao Wang Hangcheng Liu Yutong Wu Shengmin Xu Changhai Ou Xinyi Huang Tianwei Zhang AAML 22 0 0 10 Jun 2025
Towards Better Generalization via Distributional Input Projection Network Yifan Hao Yanxin Lu Xinwei Shen Tong Zhang 114 0 0 05 Jun 2025
Identifying and Understanding Cross-Class Features in Adversarial Training Zeming Wei Yiwen Guo Yisen Wang AAML 113 0 0 05 Jun 2025
Efficient Robust Conformal Prediction via Lipschitz-Bounded Networks Thomas Massena Léo Andéol Thibaut Boissin Franck Mamalet Corentin Friedrich M. Serrurier Sébastien Gerchinovitz AAML 51 2 0 05 Jun 2025
T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning Yanjun Fu Faisal Hamman Sanghamitra Dutta ALM 86 0 0 02 Jun 2025
PatchDEMUX: A Certifiably Robust Framework for Multi-label Classifiers Against Adversarial Patches Dennis Jacob Chong Xiang Prateek Mittal AAML 31 0 0 30 May 2025
Adversarial Semantic and Label Perturbation Attack for Pedestrian Attribute Recognition Weizhe Kong Xiao Wang Ruichong Gao Chenglong Li Yu Zhang Xing Yang Yaowei Wang Jin Tang AAML 68 0 0 29 May 2025
How Do Diffusion Models Improve Adversarial Robustness? Liu Yuezhang Xue-Xin Wei 300 0 0 28 May 2025
Attention! You Vision Language Model Could Be Maliciously Manipulated Xiaosen Wang Shaokang Wang Zhijin Ge Yuyang Luo Shudong Zhang AAML VLM 54 0 0 26 May 2025
Curvature Dynamic Black-box Attack: revisiting adversarial robustness via dynamic curvature estimation Peiran Sun AAML 42 0 0 25 May 2025
LORE: Lagrangian-Optimized Robust Embeddings for Visual Encoders Borna Khodabandeh Amirabbas Afzali Amirhossein Afsharrad Seyed Shahabeddin Mousavi Sanjay Lall Sajjad Amini Seyed-Mohsen Moosavi-Dezfooli AAML 54 0 0 24 May 2025
Provably Robust Training of Quantum Circuit Classifiers Against Parameter Noise Lucas Tecot Di Luo Cho-Jui Hsieh 68 0 0 24 May 2025
Understanding Pre-training and Fine-tuning from Loss Landscape Perspectives Huanran Chen Yinpeng Dong Zeming Wei Yao Huang Yichi Zhang Hang Su Jun Zhu MoMe 106 1 0 23 May 2025
Adversarial Robustness of Nonparametric Regression Parsa Moradi Hanzaleh Akabrinodehi M. Maddah-ali AAML 89 0 0 23 May 2025
Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit Annealing Loss Bo-Han Lai Pin-Han Huang Bo-Han Kung Shang-Tse Chen 77 0 0 21 May 2025
Beyond Classification: Evaluating Diffusion Denoised Smoothing for Security-Utility Trade off Yury Belousov Brian Pulfer Vitaliy Kinakh Slava Voloshynovskiy DiffM 62 0 0 21 May 2025
Use as Many Surrogates as You Want: Selective Ensemble Attack to Unleash Transferability without Sacrificing Resource Efficiency Bo Yang Hengwei Zhang Jindong Wang Yuchen Ren Chenhao Lin Chao Shen Zhengyu Zhao AAML 101 0 0 19 May 2025
A Formally Verified Robustness Certifier for Neural Networks (Extended Version) James Tobler Hira Taqdees Syeda Toby Murray AAML 66 0 0 11 May 2025
Realistic Adversarial Attacks for Robustness Evaluation of Trajectory Prediction Models via Future State Perturbation J. Schumann Jeroen Hagenus Frederik Baymler Mathiesen Arkady Zgonnikov AAML 91 0 0 09 May 2025
Transferable Adversarial Attacks on Black-Box Vision-Language Models Kai Hu Weichen Yu Lefei Zhang Alexander Robey Andy Zou Chengming Xu Haoqi Hu Matt Fredrikson AAML VLM 150 2 0 02 May 2025
On the Importance of Gaussianizing Representations Daniel Eftekhari Vardan Papyan 99 0 0 01 May 2025
Cert-SSB: Toward Certified Sample-Specific Backdoor Defense Ting Qiao Yansen Wang Xing Liu Sixing Wu Jianbing Li Yiming Li AAML SILM 155 0 0 30 Apr 2025
A Cryptographic Perspective on Mitigation vs. Detection in Machine Learning Greg Gluch Shafi Goldwasser AAML 147 0 0 28 Apr 2025
Fine-Tuning Adversarially-Robust Transformers for Single-Image Dehazing Vlad Vasilescu Ana Neacsu Daniela Faur ViT 94 0 0 24 Apr 2025
Statistical Runtime Verification for LLMs via Robustness Estimation Natan Levy Adiel Ashrov Guy Katz AAML 113 0 0 24 Apr 2025
Probabilistic Stability Guarantees for Feature Attributions Helen Jin Anton Xue Weiqiu You Surbhi Goel Eric Wong 157 1 0 18 Apr 2025
ArtistAuditor: Auditing Artist Style Pirate in Text-to-Image Generation Models Linkang Du Zheng Zhu M. Chen Zhou Su S. Ji Peng Cheng Jiming Chen Zhikun Zhang DiffM WIGM MLAU 159 0 0 17 Apr 2025
RDI: An adversarial robustness evaluation metric for deep neural networks based on model statistical features Jialei Song Xingquan Zuo Feiyang Wang Hai Huang Tianle Zhang AAML 378 0 0 16 Apr 2025
Beyond Worst-Case Online Classification: VC-Based Regret Bounds for Relaxed Benchmarks Omar Montasser Abhishek Shetty Nikita Zhivotovskiy 97 0 0 14 Apr 2025
Adversarial Examples in Environment Perception for Automated Driving (Review) Jun Yan Huilin Yin AAML 103 0 0 11 Apr 2025
On the Robustness of GUI Grounding Models Against Image Attacks Haoren Zhao Tianyi Chen Zhen Wang AAML 137 3 0 07 Apr 2025
Frontier AI's Impact on the Cybersecurity Landscape Wenbo Guo Yujin Potter Tianneng Shi Zhun Wang Andy Zhang Dawn Song 120 2 0 07 Apr 2025
Bridging the Theoretical Gap in Randomized Smoothing Blaise Delattre Paul Caillon Quentin Barthélemy Erwan Fagnou Alexandre Allauzen AAML 164 0 0 03 Apr 2025
Enhancing LLM Robustness to Perturbed Instructions: An Empirical Study Aryan Agrawal Lisa Alazraki Shahin Honarvar Marek Rei 136 2 0 03 Apr 2025
Leveraging Generalizability of Image-to-Image Translation for Enhanced Adversarial Defense Haibo Zhang Zhihua Yao Kouichi Sakurai Takeshi Saitoh AAML 100 0 0 02 Apr 2025
AuditVotes: A Framework Towards More Deployable Certified Robustness for Graph Neural Networks Y. Lai Yulin Zhu Yizhou Sun Yongpeng Wu Bin Xiao Gaolei Li Jianhua Li Kai Zhou AAML 123 0 0 29 Mar 2025
Feature Statistics with Uncertainty Help Adversarial Robustness Ran A. Wang Xinlei Zhou Meng Hu Rihao Li Wenhui Wu Yuheng Jia AAML 136 0 0 26 Mar 2025
Prototype Guided Backdoor Defense Venkat Adithya Amula Sunayana Samavedam Saurabh Saini Avani Gupta Narayanan P J AAML 80 0 0 26 Mar 2025
Stop Walking in Circles! Bailing Out Early in Projected Gradient Descent Philip Doldo Derek Everett Amol Khanna A. Nguyen Edward Raff AAML 95 0 0 25 Mar 2025
Principal Eigenvalue Regularization for Improved Worst-Class Certified Robustness of Smoothed Classifiers Gaojie Jin Tianjin Huang Ronghui Mu Xiaowei Huang AAML 85 0 0 21 Mar 2025
DIPLI: Deep Image Prior Lucky Imaging for Blind Astronomical Image Restoration Suraj Singh Anastasia Batsheva Oleg Y. Rogov Ahmed Bouridane 72 0 0 20 Mar 2025
Provenance Detection for AI-Generated Images: Combining Perceptual Hashing, Homomorphic Encryption, and AI Detection Models Shree Singhi Aayan Yadav Aayush Gupta Shariar Ebrahimi Parisa Hassanizadeh 97 1 0 14 Mar 2025
Stabilizing Quantization-Aware Training by Implicit-Regularization on Hessian Matrix Junbiao Pang Tianyang Cai 139 1 0 14 Mar 2025