DeepMetis: Augmenting a Deep Learning Test Set to Increase its Mutation
Score

DeepMetis: Augmenting a Deep Learning Test Set to Increase its Mutation Score

15 September 2021

Vincenzo Riccio

Nargiz Humbatova

Gunel Jahangirova

Paolo Tonella

Papers citing "DeepMetis: Augmenting a Deep Learning Test Set to Increase its Mutation Score"

8 / 8 papers shown

Title
Benchmarking Generative AI Models for Deep Learning Test Input Generation Maryam Matteo Biagiola Andrea Stocco Vincenzo Riccio VLM 32 3 0 23 Dec 2024
Evaluating the Robustness of Test Selection Methods for Deep Neural Networks Qiang Hu Yuejun Guo Xiaofei Xie Maxime Cordy Wei Ma Mike Papadakis Yves Le Traon NoLa OOD 22 3 0 29 Jul 2023
Testing of Deep Reinforcement Learning Agents with Surrogate Models Matteo Biagiola Paolo Tonella 36 19 0 22 May 2023
When and Why Test Generators for Deep Learning Produce Invalid Inputs: an Empirical Study Vincenzo Riccio Paolo Tonella AAML 24 29 0 21 Dec 2022
Hierarchical Distribution-Aware Testing of Deep Learning Wei Huang Xingyu Zhao Alec Banks V. Cox Xiaowei Huang OOD AAML 34 10 0 17 May 2022
Characterizing and Understanding the Behavior of Quantized Models for Reliable Deployment Qiang Hu Yuejun Guo Maxime Cordy Xiaofei Xie Wei Ma Mike Papadakis Yves Le Traon MQ 36 1 0 08 Apr 2022
Simulator-based explanation and debugging of hazard-triggering events in DNN-based safety-critical systems Hazem M. Fahmy F. Pastore Lionel C. Briand Thomas Stifter AAML 20 15 0 01 Apr 2022
Distribution-Aware Testing of Neural Networks Using Generative Models Swaroopa Dola Matthew B. Dwyer M. Soffa 32 52 0 26 Feb 2021