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certified robustness

116 papers

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Co-occurring keywords

adversarial robustness (1335) randomized smoothing (87) neural network (6616) adversarial defense (324) adversarial attack (1599) adversarial training (1261) interval bound propagation (14) robustness certification (47) adversarial perturbation (376) neural network verification (106)

Papers

RS-Del: Edit Distance Robustness Certificates for Sequence Classifiers via Randomized Deletion NIPS 2023
Direct Parameterization of Lipschitz-Bounded Deep Networks ICML 2023
Adversarial Framework with Certified Robustness for Time-Series Domain via Statistical Features (Extended Abstract) IJCAI 2023
Certifying Ensembles: A General Certification Theory with S-Lipschitzness ICML 2023
Towards better certified segmentation via diffusion models UAI 2023
Certifiably Robust Graph Contrastive Learning NIPS 2023
Certified Invertibility in Neural Networks via Mixed-Integer Programming L4DC 2023
Turning Strengths Into Weaknesses: A Certified Robustness Inspired Attack Framework Against Graph Neural Networks CVPR 2023
UniT: A Unified Look at Certified Robust Training against Text Adversarial Perturbation NIPS 2023
Robust Training of Neural Networks against Bias Field Perturbations AAAI 2023
Confidence-Aware Training of Smoothed Classifiers for Certified Robustness AAAI 2023
Multi-scale Diffusion Denoised Smoothing NIPS 2023
Connecting Certified and Adversarial Training NIPS 2023
Robustness-Aware Word Embedding Improves Certified Robustness to Adversarial Word Substitutions ACL 2023
Certified Robustness via Dynamic Margin Maximization and Improved Lipschitz Regularization NIPS 2023
Improving l1-Certified Robustness via Randomized Smoothing by Leveraging Box Constraints ICML 2023
Exploiting Connections between Lipschitz Structures for Certifiably Robust Deep Equilibrium Models NIPS 2023
Hierarchical Randomized Smoothing NIPS 2023
DE-CROP: Data-Efficient Certified Robustness for Pretrained Classifiers WACV 2023
Asymmetric Certified Robustness via Feature-Convex Neural Networks NIPS 2023
Certified Adversarial Robustness Under the Bounded Support Set ICML 2022
TPC: Transformation-Specific Smoothing for Point Cloud Models ICML 2022
Improving Certified Robustness via Statistical Learning with Logical Reasoning NIPS 2022
Certified Neural Network Watermarks with Randomized Smoothing ICML 2022
3DeformRS: Certifying Spatial Deformations on Point Clouds CVPR 2022