yqtianust / awesome-ml-testingLinks
Awesome material(papers, tools, etc.) about testing machine learning system, including deep learning system.
☆47Updated 4 years ago
Alternatives and similar repositories for awesome-ml-testing
Users that are interested in awesome-ml-testing are comparing it to the libraries listed below
Sorting:
- This repository contains the implementation and the evaluation of our ESEC/FSE 2020 paper: Detecting Numerical Bugs in Neural Network Ar…☆25Updated 5 years ago
- This is the implement repository of our upcoming ESEC/FSE 2020 paper: Deep Learning Library Testing via Effective Model Generation.☆55Updated 2 years ago
- Code for ICML 2021 paper: How could Neural Networks understand Programs?☆123Updated last year
- ☆12Updated 2 years ago
- BugsInPy: Benchmarking Bugs in Python Projects☆120Updated 3 weeks ago
- Automated program repair bibliography, tools and benchmarks.☆83Updated 9 months ago
- This repository contains the dataset of our ISSTA 2018 paper: An Empirical Study on TensorFlow Program Bugs.☆29Updated 5 years ago
- A multi-lingual program repair benchmark set based on the Quixey Challenge☆130Updated 3 years ago
- homepage for proFL☆23Updated 4 years ago
- Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source (ICSE'22)☆81Updated 3 years ago
- ☆51Updated 3 years ago
- Research Acceleration Platform that provides interface to multiple state-of-the-art program analysis tools including but not limited to f…☆75Updated last year
- A toolkit for pre-processing large source code corpora☆45Updated 3 years ago
- This is the implementation repository of our incoming ESEC/FSE 2021 paper: Exposing Numerical Bugs in Deep Learning via GradientBack-prop…☆15Updated 3 years ago
- TeCo: an ML+Execution model for test completion☆32Updated last year
- [TOSEM 2023] A Survey of Learning-based Automated Program Repair☆73Updated last year
- ☆75Updated 2 years ago
- methods2test is a supervised dataset consisting of Test Cases and their corresponding Focal Methods from a set of Java software repositor…☆172Updated 2 years ago
- Checks the PDFs submitted to a conference, e.g., for formatting violations and double anonymous violations☆64Updated 4 years ago
- A learning-guided approach for executing arbitrary Python code snippets☆18Updated last year
- Replication Code for "Self-Supervised Bug Detection and Repair" NeurIPS 2021☆111Updated 3 years ago
- ☆61Updated 2 years ago
- An Extensible Java Bug Benchmark for Automatic Program Repair Studies☆37Updated last year
- Fuzzing Deep-Learning Libraries via Automated Relational API Inference (ESEC/FSE 2022)☆39Updated 2 years ago
- Automatic Repair Framework that abstract repair tools and bug benchmarks☆71Updated 2 years ago
- Defects4J Dissection presents data to help researchers and practitioners to better understand the Defects4J bug dataset☆67Updated 2 years ago
- VulRepair: A T5-Based Automated Software Vulnerability Repair☆83Updated 7 months ago
- A Mining Approach towards Automating Regression Dataset Construction from Code Evolution History☆34Updated last year
- ☆29Updated 3 years ago
- This is the implementation repository of our ICSE'22 paper: Muffin: Testing Deep Learning Libraries via Neural Architecture Fuzzing.☆32Updated 3 years ago