René's URL Explorer Experiment


Title: GitHub - DeepLearningVerificationProject/eran: ETH Robustness Analyzer for Deep Neural Networks

Open Graph Title: GitHub - DeepLearningVerificationProject/eran: ETH Robustness Analyzer for Deep Neural Networks

X Title: GitHub - DeepLearningVerificationProject/eran: ETH Robustness Analyzer for Deep Neural Networks

Description: ETH Robustness Analyzer for Deep Neural Networks. Contribute to DeepLearningVerificationProject/eran development by creating an account on GitHub.

Open Graph Description: ETH Robustness Analyzer for Deep Neural Networks. Contribute to DeepLearningVerificationProject/eran development by creating an account on GitHub.

X Description: ETH Robustness Analyzer for Deep Neural Networks. Contribute to DeepLearningVerificationProject/eran development by creating an account on GitHub.

Mail addresses
mark.mueller@inf.ethz.ch
ggnds@illinois.edu
gagandeepsi@vmware.com
mislav.balunovic@inf.ethz.ch
hlebm@ethz.ch
gleb.makarchuk@gmail.com
anruoss@ethz.ch
serref@inf.ethz.ch
mbaader@inf.ethz.ch
dana.drachsler@inf.ethz.ch
timon.gehr@inf.ethz.ch
adriahof@student.ethz.ch
maurerjo@student.ethz.ch
matt@mirman.com
christoph.mueller@inf.ethz.ch
pueschel@inf.ethz.ch
petar.tsankov@inf.ethz.ch
martin.vechev@inf.ethz.ch

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

X: @github

direct link

Domain: patch-diff.githubusercontent.com

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https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#eran-
https://raw.githubusercontent.com/eth-sri/eran/master/overview.png
abstract interpretationhttps://en.wikipedia.org/wiki/Abstract_interpretation
SRI Lab, Department of Computer Science, ETH Zurichhttps://www.sri.inf.ethz.ch/
Safe AI projecthttp://safeai.ethz.ch/
ELINAhttp://elina.ethz.ch/
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#eran-vs-ai2
AI2https://www.sri.inf.ethz.ch/publications/gehr2018ai
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#user-manual
user manualhttps://files.sri.inf.ethz.ch/eran/docs/eran_manual.pdf
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#requirements
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#installation
https://cmake.org/cmake/help/latest/command/install.htmlhttps://cmake.org/cmake/help/latest/command/install.html
https://user.gurobi.com/download/licenses/free-academichttps://user.gurobi.com/download/licenses/free-academic
https://license.gurobi.comhttps://license.gurobi.com
this issuehttps://github.com/microsoft/WSL/issues/5352
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#usage
https://github.com/eth-sri/eran/files/3653882/zonotope_example.txthttps://github.com/eth-sri/eran/files/3653882/zonotope_example.txt
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#example
Format of the configuration file in DeepGhttps://github.com/eth-sri/deepg#format-of-configuration-file
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#recommended-configuration-for-scalable-complete-verification
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#recommended-configuration-for-more-precise-but-relatively-expensive-incomplete-verification
CNN-B-ADVhttps://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/CNN_B_CIFAR_ADV.onnx
[1]https://arxiv.org/abs/2010.11645
100 random sampleshttps://files.sri.inf.ethz.ch/eran/data/cifar10_test_b_adv.csv
[2]https://arxiv.org/abs/2103.06624
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#recommended-configuration-for-faster-but-relatively-imprecise-incomplete-verification
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#certification-of-vector-field-deformations
https://raw.githubusercontent.com/eth-sri/eran/master/spatial.png
our paperhttps://arxiv.org/abs/2009.09318
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#publications
PRIMA: Precise and General Neural Network Certification via Multi-Neuron Convex Relaxationshttps://www.sri.inf.ethz.ch/publications/mueller2021precise
Scaling Polyhedral Neural Network Verification on GPUshttps://www.sri.inf.ethz.ch/publications/mller2021neural
Efficient Certification of Spatial Robustnesshttps://arxiv.org/abs/2009.09318
Certifying Geometric Robustness of Neural Networkshttps://www.sri.inf.ethz.ch/publications/balunovic2019geometric
Beyond the Single Neuron Convex Barrier for Neural Network Certificationhttps://www.sri.inf.ethz.ch/publications/singh2019krelu
Boosting Robustness Certification of Neural Networkshttps://www.sri.inf.ethz.ch/publications/singh2019refinement
An Abstract Domain for Certifying Neural Networkshttps://www.sri.inf.ethz.ch/publications/singh2019domain
Fast and Effective Robustness Certificationhttps://www.sri.inf.ethz.ch/publications/singh2018effective
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#neural-networks-and-datasets
DiffAIhttps://github.com/eth-sri/diffai
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_3_50.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_3_100.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_5_100.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_6_100.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_9_100.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_6_200.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_9_200.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnRELU__Point_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnRELU__PGDK_w_0.1_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnRELU__PGDK_w_0.3_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnSIGMOID__Point_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnSIGMOID__PGDK_w_0.1_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnSIGMOID__PGDK_w_0.3_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnTANH__Point_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnTANH__PGDK_w_0.1_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/ffnnTANH__PGDK_w_0.3_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_relu_4_1024.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convSmallRELU__Point.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convSmallRELU__PGDK.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convSmallRELU__DiffAI.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGRELU__Point.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGRELU__PGDK_w_0.1_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGRELU__PGDK_w_0.3_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGSIGMOID__Point.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGSIGMOID__PGDK_w_0.1_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGSIGMOID__PGDK_w_0.3_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGTANH__Point.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGTANH__PGDK_w_0.1_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convMedGTANH__PGDK_w_0.3_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/mnist_conv_maxpool.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convBigRELU__DiffAI.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/convSuperRELU__DiffAI.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/mnist/skip__DiffAI.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/cifar_relu_4_100.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/cifar_relu_6_100.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/cifar_relu_9_200.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnRELU__Point_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnRELU__PGDK_w_0.0078_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnRELU__PGDK_w_0.0313_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnSIGMOID__Point_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnSIGMOID__PGDK_w_0.0078_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnSIGMOID__PGDK_w_0.0313_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnTANH__Point_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnTANH__PGDK_w_0.0078_6_500.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ffnnTANH__PGDK_w_0.0313_6_500.onnx
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⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/convMedGRELU__PGDK_w_0.0313.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/convMedGSIGMOID__Point.onnx
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⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/convMedGTANH__Point.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/convMedGTANH__PGDK_w_0.0078.onnx
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⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/cifar_conv_maxpool.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/convBigRELU__DiffAI.onnx
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⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/SkipNet18_DiffAI.onnx
⬇️https://files.sri.inf.ethz.ch/eran/nets/onnx/cifar/ResNet34_DiffAI.onnx
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#experimental-results
Fast-Linhttps://github.com/huanzhang12/CertifiedReLURobustness
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https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#contributors
Mark Niklas Müllerhttps://www.sri.inf.ethz.ch/people/mark
Gagandeep Singhhttps://ggndpsngh.github.io/
Mislav Balunovichttps://www.sri.inf.ethz.ch/people/mislav
François Serrehttps://fserre.github.io/
Maximilian Baaderhttps://www.sri.inf.ethz.ch/people/max
Dana Drachsler Cohenhttps://www.sri.inf.ethz.ch/people/dana
Timon Gehrhttps://www.sri.inf.ethz.ch/tg.php
Matthew Mirmanhttps://www.mirman.com
Markus Püschelhttps://acl.inf.ethz.ch/people/markusp/
Petar Tsankovhttps://www.sri.inf.ethz.ch/people/petar
Martin Vechevhttps://www.sri.inf.ethz.ch/vechev.php
https://patch-diff.githubusercontent.com/DeepLearningVerificationProject/eran#license-and-copyright
Secure, Reliable, and Intelligent Systems Lab (SRI), Department of Computer Science ETH Zurichhttps://www.sri.inf.ethz.ch/
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