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Search results for neural network robustness
neural-network
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robustness
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7 search results found
Alpha Beta Crown
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205
alpha-beta-CROWN: An Efficient, Scalable and GPU Accelerated Neural Network Verifier (winner of VNN-COMP 2021, 2022, and 2023)
Shortcut Perspective
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67
Figures & code from the paper "Shortcut Learning in Deep Neural Networks" (Nature Machine Intelligence 2020)
Awesome Distribution Shift
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57
A curated list of papers and resources about the distribution shift in machine learning.
Dun
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52
Code for "Depth Uncertainty in Neural Networks" (https://arxiv.org/abs/2006.08437)
Spatial Smoothing
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51
(ICML 2022) Official PyTorch implementation of “Blurs Behave Like Ensembles: Spatial Smoothings to Improve Accuracy, Uncertainty, and Robustness”.
Closedloopreachability.jl
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42
Reachability analysis for closed-loop control systems
Adversarial Vision Challenge
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36
NIPS Adversarial Vision Challenge
Sde Net
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32
Code for paper: SDE-Net: Equipping Deep Neural network with Uncertainty Estimates
Adversarial Robustness Public
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30
Code for AAAI 2018 accepted paper: "Improving the Adversarial Robustness and Interpretability of Deep Neural Networks by Regularizing their Input Gradients"
Neural Ode Metasolver
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24
Supplementary code for the paper "Meta-Solver for Neural Ordinary Differential Equations" https://arxiv.org/abs/2103.08561
Robustarchitecturesearch
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18
This github repository contains the official code for the paper, "Evolving Robust Neural Architectures to Defend from Adversarial Attacks"
Robust Nets
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14
Official implementation of the paper "Solving Inverse Problems With Deep Neural Networks - Robustness Included?" by M. Genzel, J. Macdonald, and M. März (2020).
Verinet
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10
The VeriNet toolkit for verification of neural networks
Sa_dnn
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10
Sensitivity Analysis of Deep Neural Networks (AAAI-19 paper)
Cascading Failure Learning
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7
The relevant data and codes of our ISCAS2022 work "Predicting Onset Time of Cascading Failure in Power Systems Using A Neural Network-based Classifier".
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