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Title: GitHub - DeepLearningVerificationProject/diffai: A certifiable defense against adversarial examples by training neural networks to be provably robust

Open Graph Title: GitHub - DeepLearningVerificationProject/diffai: A certifiable defense against adversarial examples by training neural networks to be provably robust

X Title: GitHub - DeepLearningVerificationProject/diffai: A certifiable defense against adversarial examples by training neural networks to be provably robust

Description: A certifiable defense against adversarial examples by training neural networks to be provably robust - DeepLearningVerificationProject/diffai

Open Graph Description: A certifiable defense against adversarial examples by training neural networks to be provably robust - DeepLearningVerificationProject/diffai

X Description: A certifiable defense against adversarial examples by training neural networks to be provably robust - DeepLearningVerificationProject/diffai

Mail addresses
matt@mirman.com
gsingh@inf.ethz.ch
timon.gehr@inf.ethz.ch
marcfisc@student.ethz.ch
martin.vechev@inf.ethz.ch

Opengraph URL: https://github.com/DeepLearningVerificationProject/diffai

X: @github

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Goodfellow et al.https://arxiv.org/abs/1412.6572
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Download all defended networks, logs, and configshttps://www.dropbox.com/sh/66obogmvih79e3k/AACe-tkKGvIK0Z--2tk2alZaa?dl=0
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#mnist
FFNNhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L12
ConvSmallhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L15
ConvMedhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L18
ConvBighttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L21
ConvLargeIBPhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L21
TruncatedVGGhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L21
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#01
Confighttps://www.dropbox.com/sh/66obogmvih79e3k/AADDLbXXwH02ywH-QaI6USS7a/basic_nets/MNIST/width_0.1/config.txt?dl=0
Loghttps://www.dropbox.com/sh/66obogmvih79e3k/AADHCYaCWfaltiJuK060DPh8a/basic_nets/MNIST/width_0.1/log.txt?dl=0
FFNNhttps://www.dropbox.com/sh/66obogmvih79e3k/AADHNSXnFK4QB0IR-KwZnAsja/basic_nets/MNIST/width_0.1/FFNN__LinMix_a_IFGSM_w_Lin_00.210020__k_3__b_InSamp_Lin_0115050__w_Lin_00.215050___bw_Lin_00.515050___checkpoint_201_with_0.939.pynet?dl=0
ConvSmallhttps://www.dropbox.com/sh/66obogmvih79e3k/AAAfNh-0wwYJ7MqvgXqgtHd0a/basic_nets/MNIST/width_0.1/ConvSmall__LinMix_a_IFGSM_w_Lin_00.210020__k_3__b_InSamp_Lin_0115050__w_Lin_00.215050___bw_Lin_00.515050___checkpoint_301_with_0.978.pynet?dl=0
ConvMedhttps://www.dropbox.com/sh/66obogmvih79e3k/AAC7tclxa1j8GWaUDDhCGaaZa/basic_nets/MNIST/width_0.1/ConvMed__LinMix_a_IFGSM_w_Lin_00.210020__k_3__b_InSamp_Lin_0115050__w_Lin_00.215050___bw_Lin_00.515050___checkpoint_301_with_0.978.pynet?dl=0
ConvBighttps://www.dropbox.com/sh/66obogmvih79e3k/AACTrwKNr31eoKCq2JDhmJt9a/basic_nets/MNIST/width_0.1/ConvBig__LinMix_a_IFGSM_w_Lin_00.210020__k_3__b_InSamp_Lin_0115050__w_Lin_00.215050___bw_Lin_00.515050___checkpoint_201_with_0.985.pynet?dl=0
ConvLargeIBPhttps://www.dropbox.com/sh/66obogmvih79e3k/AABX2duJZqBjrKilYyO8470Ba/basic_nets/MNIST/width_0.1/ConvLargeIBP__LinMix_a_IFGSM_w_Lin_00.210020__k_3__b_InSamp_Lin_0115050__w_Lin_00.215050___bw_Lin_00.515050___checkpoint_201_with_0.987.pynet?dl=0
TruncatedVGGhttps://www.dropbox.com/sh/66obogmvih79e3k/AADQB-i7clGLfrYtsJTiPyhna/basic_nets/MNIST/width_0.1/TruncatedVGG__LinMix_a_IFGSM_w_Lin_00.210020__k_3__b_InSamp_Lin_0115050__w_Lin_00.215050___bw_Lin_00.515050___checkpoint_201_with_0.989.pynet?dl=0
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#03
Confighttps://www.dropbox.com/sh/66obogmvih79e3k/AABczzTY9F8ioggQDcn10CI6a/basic_nets/MNIST/width_0.3/config.txt?dl=0
Loghttps://www.dropbox.com/sh/66obogmvih79e3k/AACnwo0iBfioHrAraguiEdhya/basic_nets/MNIST/width_0.3/log.txt?dl=0
FFNNhttps://www.dropbox.com/sh/66obogmvih79e3k/AABtAVtC7zvXbF0LWYLDfiN4a/basic_nets/MNIST/width_0.3/FFNN__LinMix_a_IFGSM_w_Lin_00.410020__k_3__b_InSamp_Lin_01502__w_Lin_00.415050___bw_Lin_00.515050___checkpoint_401_with_0.802.pynet?dl=0
ConvSmallhttps://www.dropbox.com/sh/66obogmvih79e3k/AACdmkCTp3nMJAVSoA_njeHMa/basic_nets/MNIST/width_0.3/ConvSmall__LinMix_a_IFGSM_w_Lin_00.410020__k_3__b_InSamp_Lin_01502__w_Lin_00.415050___bw_Lin_00.515050___checkpoint_401_with_0.969.pynet?dl=0
ConvMedhttps://www.dropbox.com/sh/66obogmvih79e3k/AACjSQKtrAx2J0nViGa845f4a/basic_nets/MNIST/width_0.3/ConvMed__LinMix_a_IFGSM_w_Lin_00.410020__k_3__b_InSamp_Lin_01502__w_Lin_00.415050___bw_Lin_00.515050___checkpoint_401_with_0.966.pynet?dl=0
ConvBighttps://www.dropbox.com/sh/66obogmvih79e3k/AABJ4NcmEQ4UH6ZiU69QAz5la/basic_nets/MNIST/width_0.3/ConvBig__LinMix_a_IFGSM_w_Lin_00.410020__k_3__b_InSamp_Lin_01502__w_Lin_00.415050___bw_Lin_00.515050___checkpoint_401_with_0.970.pynet?dl=0
ConvLargeIBPhttps://www.dropbox.com/sh/66obogmvih79e3k/AAAfvsO6TyUxLsNqkaLNqSb0a/basic_nets/MNIST/width_0.3/ConvLargeIBP__LinMix_a_IFGSM_w_Lin_00.410020__k_3__b_InSamp_Lin_01502__w_Lin_00.415050___bw_Lin_00.515050___checkpoint_401_with_0.972.pynet?dl=0
TruncatedVGGhttps://www.dropbox.com/sh/66obogmvih79e3k/AAB-8JyJx1L4bw969D9NlGS_a/basic_nets/MNIST/width_0.3/TruncatedVGG__LinMix_a_IFGSM_w_Lin_00.410020__k_3__b_InSamp_Lin_01502__w_Lin_00.415050___bw_Lin_00.515050___checkpoint_401_with_0.965.pynet?dl=0
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#cifar10
FFNNhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L12
ConvSmallhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L15
ConvMedhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L18
ConvBighttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L21
ConvLargeIBPhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L21
TruncatedVGGhttps://github.com/eth-sri/diffai/blob/905e1fd854a353a02f5941a3f3a292b19baa207e/models.py#L21
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#2255
Confighttps://www.dropbox.com/sh/66obogmvih79e3k/AAB-BBEg_lojmvKIp3kgQpgBa/basic_nets/CIFAR10/width_2_255/config.txt?dl=0
Loghttps://www.dropbox.com/sh/66obogmvih79e3k/AAAOh3U-40f7EcwXseIQnYQqa/basic_nets/CIFAR10/width_2_255/log.txt?dl=0
FFNNhttps://www.dropbox.com/sh/66obogmvih79e3k/AACPg-RTThvNGVcRz48goFvoa/basic_nets/CIFAR10/width_2_255/FFNN__LinMix_a_IFGSM_w_Lin_00.0110020__k_3__b_InSamp_Lin_0115050__w_Lin_00.0115050___bw_Lin_00.515050___checkpoint_301_with_0.451.pynet?dl=0
ConvSmallhttps://www.dropbox.com/sh/66obogmvih79e3k/AACfzqaT7kwf44Ksh1bVhUb1a/basic_nets/CIFAR10/width_2_255/ConvSmall__LinMix_a_IFGSM_w_Lin_00.0110020__k_3__b_InSamp_Lin_0115050__w_Lin_00.0115050___bw_Lin_00.515050___checkpoint_301_with_0.561.pynet?dl=0
ConvMedhttps://www.dropbox.com/sh/66obogmvih79e3k/AACmoCkg52vsZ4cKYRpBZaOqa/basic_nets/CIFAR10/width_2_255/ConvMed__LinMix_a_IFGSM_w_Lin_00.0110020__k_3__b_InSamp_Lin_0115050__w_Lin_00.0115050___bw_Lin_00.515050___checkpoint_301_with_0.569.pynet?dl=0
ConvBighttps://www.dropbox.com/sh/66obogmvih79e3k/AADPqzJeON8IykF5jf7GEQ-ba/basic_nets/CIFAR10/width_2_255/ConvBig__LinMix_a_IFGSM_w_Lin_00.0110020__k_3__b_InSamp_Lin_0115050__w_Lin_00.0115050___bw_Lin_00.515050___checkpoint_301_with_0.619.pynet?dl=0
ConvLargeIBPhttps://www.dropbox.com/sh/66obogmvih79e3k/AABFYLNWAdY9LJZv_OmdYZ_-a/basic_nets/CIFAR10/width_2_255/ConvLargeIBP__LinMix_a_IFGSM_w_Lin_00.0110020__k_3__b_InSamp_Lin_0115050__w_Lin_00.0115050___bw_Lin_00.515050___checkpoint_301_with_0.611.pynet?dl=0
TruncatedVGGhttps://www.dropbox.com/sh/66obogmvih79e3k/AADQIHt4VkQ8g_zpupIpsAg-a/basic_nets/CIFAR10/width_2_255/TruncatedVGG__LinMix_a_IFGSM_w_Lin_00.0110020__k_3__b_InSamp_Lin_0115050__w_Lin_00.0115050___bw_Lin_00.515050___checkpoint_301_with_0.623.pynet?dl=0
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#8255
Confighttps://www.dropbox.com/sh/66obogmvih79e3k/AAAoc-PLgey_mInNoUCIXYnpa/basic_nets/CIFAR10/width_8_255/config.txt?dl=0
Loghttps://www.dropbox.com/sh/66obogmvih79e3k/AACJSCObHnlyfVWrntH_zZ5Va/basic_nets/CIFAR10/width_8_255/log.txt?dl=0
FFNNhttps://www.dropbox.com/sh/66obogmvih79e3k/AADYCir4behB34PkCO6TpeADa/basic_nets/CIFAR10/width_8_255/FFNN__LinMix_a_IFGSM_w_Lin_00.034510020__k_3__b_InSamp_Lin_0115050__w_Lin_00.034515050___bw_Lin_00.515050___checkpoint_401_with_0.335.pynet?dl=0
ConvSmallhttps://www.dropbox.com/sh/66obogmvih79e3k/AAC3Lr5VR32DrNtKPdgqYM5xa/basic_nets/CIFAR10/width_8_255/ConvSmall__LinMix_a_IFGSM_w_Lin_00.034510020__k_3__b_InSamp_Lin_0115050__w_Lin_00.034515050___bw_Lin_00.515050___checkpoint_401_with_0.426.pynet?dl=0
ConvMedhttps://www.dropbox.com/sh/66obogmvih79e3k/AAAMUBLDxm_WHgODqWvld-gaa/basic_nets/CIFAR10/width_8_255/ConvMed__LinMix_a_IFGSM_w_Lin_00.034510020__k_3__b_InSamp_Lin_0115050__w_Lin_00.034515050___bw_Lin_00.515050___checkpoint_401_with_0.436.pynet?dl=0
ConvBighttps://www.dropbox.com/sh/66obogmvih79e3k/AAABPE8ICrD6zpumClCvTQ8_a/basic_nets/CIFAR10/width_8_255/ConvBig__LinMix_a_IFGSM_w_Lin_00.034510020__k_3__b_InSamp_Lin_0115050__w_Lin_00.034515050___bw_Lin_00.515050___checkpoint_401_with_0.460.pynet?dl=0
ConvLargeIBPhttps://www.dropbox.com/sh/66obogmvih79e3k/AAC97yICem4hQkHL4GOUGeKPa/basic_nets/CIFAR10/width_8_255/ConvLargeIBP__LinMix_a_IFGSM_w_Lin_00.034510020__k_3__b_InSamp_Lin_0115050__w_Lin_00.034515050___bw_Lin_00.515050___checkpoint_401_with_0.462.pynet?dl=0
TruncatedVGGhttps://www.dropbox.com/sh/66obogmvih79e3k/AADUbsY7X3wZewR3G7ZLYLBia/basic_nets/CIFAR10/width_8_255/TruncatedVGG__LinMix_a_IFGSM_w_Lin_00.034510020__k_3__b_InSamp_Lin_0115050__w_Lin_00.034515050___bw_Lin_00.515050___checkpoint_401_with_0.459.pynet?dl=0
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#reproducing-results
Download Defended Networkshttps://www.dropbox.com/sh/66obogmvih79e3k/AACe-tkKGvIK0Z--2tk2alZaa?dl=0
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#assorted
2019 ArXiV Paperhttps://arxiv.org/abs/1903.12519
Differentiable Abstract Interpretation for Provably Robust Neural Networkshttps://files.sri.inf.ethz.ch/website/papers/icml18-diffai.pdf
source code for Version 1.0https://github.com/eth-sri/diffai/releases/tag/v1.0
the SafeAI Projecthttp://safeai.ethz.ch/
High level slideshttps://files.sri.inf.ethz.ch/website/slides/mirman2018differentiable.pdf
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#citing-this-framework
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#contributors
Matthew Mirmanhttps://www.mirman.com
Gagandeep Singhhttps://www.sri.inf.ethz.ch/people/gagandeep
Timon Gehrhttps://www.sri.inf.ethz.ch/tg.php
Martin Vechevhttps://www.sri.inf.ethz.ch/vechev.php
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#license-and-copyright
Secure, Reliable, and Intelligent Systems Lab (SRI), ETH Zurichhttps://www.sri.inf.ethz.ch/
MIT Licensehttps://opensource.org/licenses/MIT
arxiv.org/abs/1903.12519https://arxiv.org/abs/1903.12519
Readme https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#readme-ov-file
MIT license https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/diffai#MIT-1-ov-file
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