NNSmith: Generating Diverse and Valid Test Cases for Deep Learning
Compilers

NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers

26 July 2022

Papers citing "NNSmith: Generating Diverse and Valid Test Cases for Deep Learning Compilers"

11 / 11 papers shown

Title
OODTE: A Differential Testing Engine for the ONNX Optimizer Nikolaos Louloudakis Ajitha Rajan 44 0 0 03 May 2025
ML $^2$ Tuner: Efficient Code Tuning via Multi-Level Machine Learning Models JooHyoung Cha Munyoung Lee Jinse Kwon Jubin Lee Jemin Lee Yongin Kwon 46 0 0 16 Nov 2024
Deep Learning Library Testing: Definition, Methods and Challenges Xiaoyu Zhang Weipeng Jiang Chao Shen Qi Li Qian Wang Chenhao Lin Xiaohong Guan AAML 33 1 0 27 Apr 2024
Glitch Tokens in Large Language Models: Categorization Taxonomy and Effective Detection Yuxi Li Yi Liu Gelei Deng Ying Zhang Wenjia Song Ling Shi Kailong Wang Yuekang Li Yang Liu Haoyu Wang 47 20 0 15 Apr 2024
White-box Compiler Fuzzing Empowered by Large Language Models Chenyuan Yang Yinlin Deng Runyu Lu Jiayi Yao Jiawei Liu Reyhaneh Jabbarvand Lingming Zhang 45 28 0 24 Oct 2023
Fuzz4All: Universal Fuzzing with Large Language Models Chun Xia Matteo Paltenghi Jia Le Tian Michael Pradel Lingming Zhang ELM 16 100 0 09 Aug 2023
DyCL: Dynamic Neural Network Compilation Via Program Rewriting and Graph Optimization Simin Chen Shiyi Wei Cong Liu Wei Yang 19 6 0 11 Jul 2023
Analysis of Failures and Risks in Deep Learning Model Converters: A Case Study in the ONNX Ecosystem Purvish Jajal Wenxin Jiang Arav Tewari Erik Kocinare Joseph Woo Anusha Sarraf Yung-Hsiang Lu George K. Thiruvathukal James C. Davis 35 0 0 30 Mar 2023
Challenges and Practices of Deep Learning Model Reengineering: A Case Study on Computer Vision Wenxin Jiang Vishnu Banna Naveen Vivek Abhinav Goel Nicholas Synovic George K. Thiruvathukal James C. Davis VLM 40 18 0 13 Mar 2023
NeuRI: Diversifying DNN Generation via Inductive Rule Inference Jiawei Liu Jinjun Peng Yuyao Wang Lingming Zhang AI4CE 20 14 0 04 Feb 2023
Fuzzing Hardware Like Software Timothy Trippel K. Shin A. Chernyakhovsky Garret Kelly Dominic Rizzo Matthew Hicks 51 87 0 03 Feb 2021