library-testing / MuffinLinks
This is the implementation repository of our ICSE'22 paper: Muffin: Testing Deep Learning Libraries via Neural Architecture Fuzzing.
☆32Updated 3 years ago
Alternatives and similar repositories for Muffin
Users that are interested in Muffin are comparing it to the libraries listed below
Sorting:
- Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source (ICSE'22)☆79Updated 2 years ago
- This is the implement repository of our upcoming ESEC/FSE 2020 paper: Deep Learning Library Testing via Effective Model Generation.☆55Updated last year
- Artifact for ESEC/FSE'23 paper "NeuRI: Diversifying DNN Generation via Inductive Rule Inference"☆31Updated last year
- Fuzzing Deep-Learning Libraries via Automated Relational API Inference (ESEC/FSE 2022)☆39Updated 2 years ago
- Fuzzing Automatic Differentiation in Deep-Learning Libraries (ICSE'23)☆24Updated last year
- WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models (OOPSLA 2024)☆65Updated 3 weeks ago
- For our ISSTA22 paper "DocTer: Documentation-Guided Fuzzing for Testing Deep Learning API Functions" by Danning Xie, Yitong Li, Mijung Ki…☆37Updated 3 years ago
- Collect simple coverage information in memory.☆11Updated 2 years ago
- For our ICSE22 paper "EAGLE: Creating Equivalent Graphs to Test Deep Learning Libraries" by Jiannan Wang, Thibaud Lutellier, Shangshu Qia…☆13Updated 2 years ago
- Automatic DNN generation for fuzzing and more☆137Updated 7 months ago
- a data collection of related work: Toward Understanding Deep Learning Framework Bugs☆16Updated last year
- [ICSE 2023] Differentiable interpretation and failure-inducing input generation for neural network numerical bugs.☆13Updated last year
- This repository contains the implementation and the evaluation of our ESEC/FSE 2020 paper: Detecting Numerical Bugs in Neural Network Ar…☆26Updated 4 years ago
- For our ISSTA'23 paper ACETest: Automated Constraint Extraction for Testing Deep Learning Operators☆11Updated last year
- Tzer: TVM Implementation of "Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation (OOPSLA'22)“.☆70Updated 2 years ago
- This is the implementation repository of our incoming ESEC/FSE 2021 paper: Exposing Numerical Bugs in Deep Learning via GradientBack-prop…☆15Updated 2 years ago
- GenCoG: A DSL-Based Approach to Generating Computation Graphs for TVM Testing (ISSTA‘23)☆17Updated 2 years ago
- ☆85Updated last year
- ☆74Updated 2 years ago
- A Computational Graph Generator for AI Compiler Fuzzing☆14Updated 2 years ago
- This repository contains the dataset of our ISSTA 2018 paper: An Empirical Study on TensorFlow Program Bugs.☆30Updated 5 years ago
- ☆32Updated 4 months ago
- Enumerative Testing and Bounded Validation of SMT Solvers☆22Updated last month
- A JIT Compiler Fuzzer for JVMs via CSX/JoNM in "Validating JIT Compilers via Compilation Space Exploration" (SOSP'23)☆57Updated 5 months ago
- Automatic checker synthesis for system-level static analysis☆31Updated this week
- LLMDFA: Analyzing Dataflow in Code with Large Language Models (NeurIPS 2024)☆144Updated 2 months ago
- ☆10Updated 5 years ago
- ☆26Updated this week
- Fast and Precise On-the-fly Patch Validation for All☆10Updated 2 years ago
- MetaMut is a mutation operator generator to facilitate compiler fuzzing.☆26Updated 7 months ago