mlapistudy / ICSE2022_158
This is the artifact for paper “Automated Testing of Software that Uses Machine Learning APIs (#158)” in ICSE2022
☆12Updated 2 years ago
Alternatives and similar repositories for ICSE2022_158:
Users that are interested in ICSE2022_158 are comparing it to the libraries listed below
- Tzer: TVM Implementation of "Coverage-Guided Tensor Compiler Fuzzing with Joint IR-Pass Mutation (OOPSLA'22)“.☆69Updated last year
- TVMFuzz: fuzzing tensor-level intermediate representation in TVM☆28Updated 4 years ago
- This is the artifact for paper “Are Machine Learning Cloud APIs Used Correctly? (#421)” in ICSE2021☆15Updated 3 years ago
- WhiteFox: White-Box Compiler Fuzzing Empowered by Large Language Models (OOPSLA 2024)☆50Updated 3 months ago
- GenCoG: A DSL-Based Approach to Generating Computation Graphs for TVM Testing (ISSTA‘23)☆15Updated last year
- Free Lunch for Testing: Fuzzing Deep-Learning Libraries from Open Source (ICSE'22)☆74Updated 2 years ago
- Collect simple coverage information in memory.☆11Updated 2 years ago
- FLOWMATRIX: GPU-Assisted Information-Flow Analysis through Matrix-Based Representation, USENIX Security'22☆27Updated last year
- Prolog specification of TensorFlow layers☆14Updated last year
- ☆74Updated 2 years ago
- 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
- Code for ICML 2021 paper: How could Neural Networks understand Programs?☆123Updated 3 months ago
- Artifact for ESEC/FSE'23 paper "NeuRI: Diversifying DNN Generation via Inductive Rule Inference"☆31Updated last year
- For our ISSTA'23 paper ACETest: Automated Constraint Extraction for Testing Deep Learning Operators☆10Updated 10 months ago
- A practical fuzzing tool for SMT solvers☆11Updated 6 months ago
- ICSE2021 Submission☆13Updated 2 years ago
- a data collection of related work: Toward Understanding Deep Learning Framework Bugs☆15Updated last year
- Fuzzing Deep-Learning Libraries via Automated Relational API Inference (ESEC/FSE 2022)☆34Updated last year
- Open source release from our ICLR 2020 paper, CLN2INV: Learning Loop Invariants with Continuous Logic Networks.☆21Updated 4 years ago
- This repository contains the dataset of our ISSTA 2018 paper: An Empirical Study on TensorFlow Program Bugs.☆30Updated 4 years ago
- Violet: Selective Symbolic Execution to Detect Bad Performance Misconfiguration☆17Updated 4 years ago
- Seq2seq Type Inference using Static Analysis and CodeT5☆30Updated last year
- [ICSE 2023] Differentiable interpretation and failure-inducing input generation for neural network numerical bugs.☆12Updated 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
- ☆60Updated 2 years ago
- Official implementation of ISSTA 2022 paper: MDPFuzz: Testing Models Solving Markov Decision Processes.☆23Updated 2 years ago
- SecLLMHolmes is a generalized, fully automated, and scalable framework to systematically evaluate the performance (i.e., accuracy and rea…☆46Updated 3 months ago
- This is the implement repository of our upcoming ESEC/FSE 2020 paper: Deep Learning Library Testing via Effective Model Generation.☆54Updated last year
- ☆58Updated last year