95616ARG / PRDNN
Code from PLDI '21 paper "Provable Repair of Deep Neural Networks."
☆10Updated last year
Related projects ⓘ
Alternatives and complementary repositories for PRDNN
- This repository contains the implementation and the evaluation of our ESEC/FSE 2020 paper: Detecting Numerical Bugs in Neural Network Ar…☆26Updated 3 years ago
- The released code of ReluVal in USENIX Security 2018☆56Updated 4 years ago
- The library for symbolic interval☆20Updated 4 years ago
- CC: Causality-Aware Coverage Criterion for Deep Neural Networks☆10Updated last year
- Research Artifact of USENIX Security 2023 Paper: Precise and Generalized Robustness Certification for Neural Networks☆12Updated last year
- This is the implement repository of our upcoming ESEC/FSE 2020 paper: Deep Learning Library Testing via Effective Model Generation.☆54Updated last year
- A Framework for Deep Neural Network Verification☆56Updated 9 months ago
- [ICSE 2023] Differentiable interpretation and failure-inducing input generation for neural network numerical bugs.☆12Updated 10 months ago
- Safety Verification of Deep Neural Networks☆50Updated 6 years ago
- ☆23Updated 3 years ago
- This repository contains the dataset of our ISSTA 2018 paper: An Empirical Study on TensorFlow Program Bugs.☆30Updated 4 years ago
- Artifact for ESEC/FSE'23 paper "NeuRI: Diversifying DNN Generation via Inductive Rule Inference"☆30Updated last year
- Open source release from our ICLR 2020 paper, CLN2INV: Learning Loop Invariants with Continuous Logic Networks.☆21Updated 4 years ago
- VNN Neural Network Verification Competition 2021☆37Updated 3 years ago
- Concolic Testing for Deep Neural Networks☆117Updated 3 years ago
- Neural Network Enumeration Tool☆34Updated last year
- ☆26Updated last year
- Fuzzing Deep-Learning Libraries via Automated Relational API Inference (ESEC/FSE 2022)☆34Updated last year
- ICSE2021 Submission☆12Updated 2 years ago
- Documentation and scripts related to the .nnet file format. This file format specifies a simple text file to define feed-forward, fully-c…☆40Updated last year
- This is the implementation repository of our ICSE'22 paper: Muffin: Testing Deep Learning Libraries via Neural Architecture Fuzzing.☆30Updated 2 years ago
- Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source (ICSE'22)☆73Updated 2 years ago
- A tool for testing SMT solvers for incompleteness bugs☆15Updated 2 years ago
- ☆101Updated 4 years ago
- Taxonomy of Real Faults in Deep Learning Systems☆16Updated 4 years ago
- Reward Guided Test Generation for Deep Learning☆20Updated 3 months ago
- ☆12Updated last year
- This is the implementation repository of our incoming ESEC/FSE 2021 paper: Exposing Numerical Bugs in Deep Learning via GradientBack-prop…☆13Updated 2 years ago
- homepage for proFL☆23Updated 3 years ago
- ☆24Updated 3 years ago