Randomized Smoothing of All Shapes and Sizes (ICML 2020).
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Jul 23, 2020 - Jupyter Notebook
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randomized-smoothing
Here are 14 public repositories matching this topic...
Code for the paper "Consistency Regularization for Certified Robustness of Smoothed Classifiers" (NeurIPS 2020)
deep-learning robustness adversarial-machine-learning adversarial-defense randomized-smoothing neurips2020
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Jan 11, 2021 - Python
Code for the paper "SmoothMix: Training Confidence-calibrated Smoothed Classifiers for Certified Robustness" (NeurIPS 2021)
machine-learning deep-learning paper robustness adversarial-defense randomized-smoothing neurips-2021
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Sep 27, 2022 - Roff
Minimal implementation of Denoised Smoothing (https://arxiv.org/abs/2003.01908) in TensorFlow.
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Aug 4, 2021 - Jupyter Notebook
Code for the paper "Multi-scale Diffusion Denoised Smoothing" (NeurIPS 2023)
machine-learning deep-learning robustness adversarial-machine-learning adversarial-defense randomized-smoothing neurips-2023
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Apr 30, 2024 - Python
How Robust are Randomized Smoothing based Defenses to Data Poisoning? (CVPR 2021)
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Jul 16, 2021 - Python
[ICLR 2022] Boosting Randomized Smoothing with Variance Reduced Classifiers
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Mar 29, 2022 - Python
[ICML 24] S-DQN and S-PPO: Robust smoothed deep RL agents without sacrificing performance
deep-learning deep-reinforcement-learning robustness adversarial-machine-learning robust-machine-learning robust-learning randomized-smoothing
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Jun 27, 2024 - Python
[NeurIPS 2022] (De-)Randomized Smoothing for Decision Stump Ensembles
adversarial-machine-learning randomized-smoothing certified-robustness tree-based-models decision-stump-ensembles
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Nov 14, 2022 - Terra
[SRML@ICLR 2022] Robust and Accurate -- Compositional Architectures for Randomized Smoothing
deep-neural-networks adversarial-machine-learning adversarial-robustness randomized-smoothing certified-robustness
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Mar 29, 2022 - Python
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Jun 26, 2024 - Python
Characterizing Data Point Vulnerability via Average-Case Robustness, UAI 2024
robustness adversarial-robustness robustness-verification randomized-smoothing multivariate-normal-distribution
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May 7, 2024 - Python
Official code repository for the paper "A Study of the Effects of Transfer Learning on Adversarial Robustness". TMLR 2024.
machine-learning computer-vision transfer-learning adversarial-attacks randomized-smoothing adversarial-defenses
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May 27, 2024 - Python
Randomized smoothing as an adversarial defense for inverse problems, applied to super-resolution, and compared to adversarial training.
torch super-resolution adversarial-training adversarial-defense adversarial-robustness randomized-smoothing
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Apr 20, 2025 - Jupyter Notebook
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