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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

How Robust Are Randomized Smoothing Based Defenses to Data Poisoning? CVPR 2021
Skew Orthogonal Convolutions ICML 2021
Globally-Robust Neural Networks ICML 2021
Integer-Arithmetic-Only Certified Robustness for Quantized Neural Networks ICCV 2021
Fast Certified Robust Training with Short Warmup NIPS 2021
Intrinsic Certified Robustness of Bagging against Data Poisoning Attacks AAAI 2021
Certified Robustness to Programmable Transformations in LSTMs EMNLP 2021
Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds NIPS 2021
DSRNA: Differentiable Search of Robust Neural Architectures CVPR 2021
SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness NIPS 2021
Improved, Deterministic Smoothing for L_1 Certified Robustness ICML 2021
Profanity-Avoiding Training Framework for Seq2seq Models with Certified Robustness EMNLP 2021
Certified Robustness to Word Substitution Attack with Differential Privacy NAACL 2021
Center Smoothing: Certified Robustness for Networks with Structured Outputs NIPS 2021
PointGuard: Provably Robust 3D Point Cloud Classification CVPR 2021
Certified Robustness of Graph Convolution Networks for Graph Classification under Topological Attacks NIPS 2020
Scalable Differential Privacy with Certified Robustness in Adversarial Learning ICML 2020
SAFER: A Structure-free Approach for Certified Robustness to Adversarial Word Substitutions ACL 2020
Randomized Smoothing of All Shapes and Sizes ICML 2020
Automatic Perturbation Analysis for Scalable Certified Robustness and Beyond NIPS 2020
Black-Box Certification with Randomized Smoothing: A Functional Optimization Based Framework NIPS 2020
Adversarial robustness via robust low rank representations NIPS 2020
Certifiably Adversarially Robust Detection of Out-of-Distribution Data NIPS 2020
Detection as Regression: Certified Object Detection with Median Smoothing NIPS 2020
Certified Defense to Image Transformations via Randomized Smoothing NIPS 2020