René's URL Explorer Experiment


Title: GitHub - REAL-LAB/eran: ETH Robustness Analyzer for Deep Neural Networks · GitHub

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

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

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

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

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

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

Opengraph URL: https://github.com/REAL-LAB/eran

X: @github

direct link

Domain: github.com

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LICENSEhttps://github.com/REAL-LAB/eran/blob/master/LICENSE
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README.mdhttps://github.com/REAL-LAB/eran/blob/master/README.md
README.mdhttps://github.com/REAL-LAB/eran/blob/master/README.md
gurobi_setup_path.shhttps://github.com/REAL-LAB/eran/blob/master/gurobi_setup_path.sh
gurobi_setup_path.shhttps://github.com/REAL-LAB/eran/blob/master/gurobi_setup_path.sh
install.shhttps://github.com/REAL-LAB/eran/blob/master/install.sh
install.shhttps://github.com/REAL-LAB/eran/blob/master/install.sh
install_geometric.shhttps://github.com/REAL-LAB/eran/blob/master/install_geometric.sh
install_geometric.shhttps://github.com/REAL-LAB/eran/blob/master/install_geometric.sh
overview.pnghttps://github.com/REAL-LAB/eran/blob/master/overview.png
overview.pnghttps://github.com/REAL-LAB/eran/blob/master/overview.png
requirements.txthttps://github.com/REAL-LAB/eran/blob/master/requirements.txt
requirements.txthttps://github.com/REAL-LAB/eran/blob/master/requirements.txt
spatial.pnghttps://github.com/REAL-LAB/eran/blob/master/spatial.png
spatial.pnghttps://github.com/REAL-LAB/eran/blob/master/spatial.png
READMEhttps://github.com/REAL-LAB/eran
Apache-2.0 licensehttps://github.com/REAL-LAB/eran
https://camo.githubusercontent.com/04ec00690643981ec02cef1d550b7477dac53440fd7439eb84f40c1f1cff7fa2/687474703a2f2f7361666561692e6574687a2e63682f696d672f7372692d6c6f676f2e737667
https://github.com/REAL-LAB/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://github.com/REAL-LAB/eran#eran-vs-ai2
AI2https://www.sri.inf.ethz.ch/publications/gehr2018ai
https://github.com/REAL-LAB/eran#user-manual
user manualhttps://files.sri.inf.ethz.ch/eran/docs/eran_manual.pdf
https://github.com/REAL-LAB/eran#requirements
https://github.com/REAL-LAB/eran#installation
https://user.gurobi.com/download/licenses/free-academichttps://user.gurobi.com/download/licenses/free-academic
https://github.com/REAL-LAB/eran#usage
https://github.com/eth-sri/eran/files/3653882/zonotope_example.txthttps://github.com/eth-sri/eran/files/3653882/zonotope_example.txt
https://github.com/REAL-LAB/eran#example
Format of the configuration file in DeepGhttps://github.com/eth-sri/deepg#format-of-configuration-file
https://github.com/REAL-LAB/eran#recommended-configuration-for-scalable-complete-verification
https://github.com/REAL-LAB/eran#recommended-configuration-for-more-precise-but-relatively-expensive-incomplete-verification
https://github.com/REAL-LAB/eran#recommended-configuration-for-faster-but-relatively-imprecise-incomplete-verification
https://github.com/REAL-LAB/eran#certification-of-vector-field-deformations
https://raw.githubusercontent.com/eth-sri/eran/master/spatial.png
our paperhttps://arxiv.org/abs/2009.09318
https://github.com/REAL-LAB/eran#publications
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://github.com/REAL-LAB/eran#neural-networks-and-datasets
DiffAIhttps://github.com/eth-sri/diffai
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_3_50.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_3_100.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_5_100.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_6_100.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_9_100.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_6_200.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_9_200.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnRELU__Point_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnRELU__PGDK_w_0.1_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnRELU__PGDK_w_0.3_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnSIGMOID__Point_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnSIGMOID__PGDK_w_0.1_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnSIGMOID__PGDK_w_0.3_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnTANH__Point_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnTANH__PGDK_w_0.1_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/ffnnTANH__PGDK_w_0.3_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_relu_4_1024.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convSmallRELU__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convSmallRELU__PGDK.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convSmallRELU__DiffAI.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGRELU__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGRELU__PGDK_w_0.1.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGRELU__PGDK_w_0.3.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGSIGMOID__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGSIGMOID__PGDK_w_0.1.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGSIGMOID__PGDK_w_0.3.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGTANH__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGTANH__PGDK_w_0.1.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convMedGTANH__PGDK_w_0.3.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/mnist/mnist_conv_maxpool.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convBigRELU__DiffAI.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/convSuperRELU__DiffAI.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/mnist/skip__DiffAI.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/cifar/cifar_relu_4_100.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/cifar/cifar_relu_6_100.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/cifar/cifar_relu_9_200.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnRELU__Point_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnRELU__PGDK_w_0.0078_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnRELU__PGDK_w_0.0313_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnSIGMOID__Point_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnSIGMOID__PGDK_w_0.0078_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnSIGMOID__PGDK_w_0.0313_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnTANH__Point_6_500.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ffnnTANH__PGDK_w_0.0078_6_500.pyt
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⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/cifar/cifar_relu_7_1024.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convSmallRELU__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convSmallRELU__PGDK.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convSmallRELU__DiffAI.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGRELU__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGRELU__PGDK_w_0.0078.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGRELU__PGDK_w_0.0313.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGSIGMOID__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGSIGMOID__PGDK_w_0.0078.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGSIGMOID__PGDK_w_0.0313.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGTANH__Point.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGTANH__PGDK_w_0.0078.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convMedGTANH__PGDK_w_0.0313.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/tensorflow/cifar/cifar_conv_maxpool.tf
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/convBigRELU__DiffAI.pyt
⬇️https://files.sri.inf.ethz.ch/eran/nets/pytorch/cifar/ResNet18_DiffAI.pyt
https://github.com/REAL-LAB/eran#experimental-results
Fast-Linhttps://github.com/huanzhang12/CertifiedReLURobustness
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https://github.com/REAL-LAB/eran#contributors
Gagandeep Singhhttps://www.sri.inf.ethz.ch/people/gagandeep
Mislav Balunovichttps://www.sri.inf.ethz.ch/people/mislav
François Serrehttps://fserre.github.io/
Maximilian Baaderhttps://www.sri.inf.ethz.ch/people/max
Matthew Mirmanhttps://www.mirman.com
Timon Gehrhttps://www.sri.inf.ethz.ch/tg.php
Petar Tsankovhttps://www.sri.inf.ethz.ch/people/petar
Dana Drachsler Cohenhttps://www.sri.inf.ethz.ch/people/dana
Markus Püschelhttps://acl.inf.ethz.ch/people/markusp/
Martin Vechevhttps://www.sri.inf.ethz.ch/vechev.php
https://github.com/REAL-LAB/eran#license-and-copyright
Secure, Reliable, and Intelligent Systems Lab (SRI), Department of Computer Science ETH Zurichhttps://www.sri.inf.ethz.ch/
Apache Licensehttps://www.apache.org/licenses/LICENSE-2.0
Readme https://github.com/REAL-LAB/eran#readme-ov-file
Apache-2.0 license https://github.com/REAL-LAB/eran#Apache-2.0-1-ov-file
Please reload this pagehttps://github.com/REAL-LAB/eran
Activityhttps://github.com/REAL-LAB/eran/activity
Custom propertieshttps://github.com/REAL-LAB/eran/custom-properties
0 forkshttps://github.com/REAL-LAB/eran/forks
Report repository https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FREAL-LAB%2Feran&report=REAL-LAB+%28user%29
Releaseshttps://github.com/REAL-LAB/eran/releases
Packages 0https://github.com/orgs/REAL-LAB/packages?repo_name=eran
Please reload this pagehttps://github.com/REAL-LAB/eran
Contributorshttps://github.com/REAL-LAB/eran/graphs/contributors
Please reload this pagehttps://github.com/REAL-LAB/eran
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

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