llylly / RANUMLinks
[ICSE 2023] Differentiable interpretation and failure-inducing input generation for neural network numerical bugs.
☆12Updated last year
Alternatives and similar repositories for RANUM
Users that are interested in RANUM are comparing it to the libraries listed below
Sorting:
- Artifact for ESEC/FSE'23 paper "NeuRI: Diversifying DNN Generation via Inductive Rule Inference"☆31Updated last year
- This is the implementation repository of our incoming ESEC/FSE 2021 paper: Exposing Numerical Bugs in Deep Learning via GradientBack-prop…☆14Updated 2 years ago
- For our ICSE22 paper "EAGLE: Creating Equivalent Graphs to Test Deep Learning Libraries" by Jiannan Wang, Thibaud Lutellier, Shangshu Qia…☆13Updated last year
- An Automatic DNN TrainingProblem Detection and Repair System☆17Updated last year
- Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source (ICSE'22)☆78Updated 2 years ago
- Fuzzing Automatic Differentiation in Deep-Learning Libraries (ICSE'23)☆23Updated last year
- Fuzzing Deep-Learning Libraries via Automated Relational API Inference (ESEC/FSE 2022)☆37Updated 2 years ago
- CC: Causality-Aware Coverage Criterion for Deep Neural Networks☆12Updated 2 years ago
- This is the implement repository of our upcoming ESEC/FSE 2020 paper: Deep Learning Library Testing via Effective Model Generation.☆54Updated 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
- A learning-guided approach for executing arbitrary Python code snippets☆18Updated last year
- Fast and Precise On-the-fly Patch Validation for All☆10Updated 2 years ago
- This repository contains the dataset of our ISSTA 2018 paper: An Empirical Study on TensorFlow Program Bugs.☆30Updated 5 years ago
- Adversarial Robustness for Code☆15Updated 4 years ago
- This is the implementation repository of our ICSE'22 paper: Muffin: Testing Deep Learning Libraries via Neural Architecture Fuzzing.☆30Updated 3 years ago
- IST'21 & SANER'22: Semantic-Preserving Program Transformations☆31Updated 2 years ago
- Repository for the Adversarial ML on Code things☆16Updated 4 years ago
- Towards Robustness of Deep Program Processing Models – Detection, Estimation and Enhancement☆21Updated 2 years ago
- For our ISSTA22 paper "DocTer: Documentation-Guided Fuzzing for Testing Deep Learning API Functions" by Danning Xie, Yitong Li, Mijung Ki…☆36Updated 2 years ago
- For our ICSE21 paper "CURE: Code-Aware Neural Machine Translation for Automatic Program Repair" by Nan Jiang, Thibaud Lutellier, and Lin …☆55Updated 2 years ago
- ☆12Updated last year
- Replication Package for "Natural Attack for Pre-trained Models of Code", ICSE 2022☆46Updated 10 months ago
- ☆14Updated 3 years ago
- CodeGuard+: Constrained Decoding for Secure Code Generation☆11Updated 10 months ago
- precision-error guided fuzz testing for deep learning operators☆9Updated 3 years ago
- ☆29Updated 3 years ago
- ☆23Updated 5 months ago
- A collection of publications that works on code models but beyond focusing on the accuracies.☆13Updated last year
- ICSE2021 Submission☆13Updated 2 years ago
- ☆25Updated 2 years ago