default author photo

Foutse Khomh

Polytechnique Montreal

SCHOLARLY PAPERS

9

DOWNLOADS

579

TOTAL CITATIONS

1

Scholarly Papers (9)

1.

Robustness Assessment of Hyperspectral Image Cnns Using Metamorphic Testing

Number of pages: 35 Posted: 07 May 2022
affiliation not provided to SSRN, affiliation not provided to SSRN, Polytechnique Montreal, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 121 (592,433)
Citation 1

Abstract:

Loading...

Deep Learning Testing, Metamorphic testing, Software Testing, Remote Sensing, Hyperspectral Image Classification

2.

MAC: Multi-Agent LLM Coder is All You Need

Number of pages: 11 Posted: 08 Dec 2025
Abhishek Kodati, Foutse Khomh and Ashkan Sami
Edinburgh Napier University, Polytechnique Montreal and Edinburgh Napier University
Downloads 114 (649,907)

Abstract:

Loading...

Multi-agent systems, Code Generation, Large language models, HumanEval, MBPP, CoderEval, SDLC, GPT-4, Claude, Grok

3.

Trimming the Risk: Towards Reliable Continuous Training for Deep Learning Inspection Systems

Number of pages: 38 Posted: 24 Aug 2024
Polytechnique Montreal, affiliation not provided to SSRN, Polytechnique Montreal and affiliation not provided to SSRN
Downloads 59 (970,490)

Abstract:

Loading...

Software Maintenance \Deep Learning \Drift Detection \Continuous Training \Machine Vision Inspection

4.

An Empirical Study on Logging Evolution on Stack Overflow: Trends, Topics, and Challenges

Number of pages: 33 Posted: 04 Nov 2024
affiliation not provided to SSRN, Polytechnique Montreal, Polytechnique Montreal and Polytechnique Montreal
Downloads 54 (1,020,567)

Abstract:

Loading...

Logging practices, ML-based applications, Mining software repositories, Source code analysis.

5.

Deep Neural Network Testing: A Comprehensive Survey

Number of pages: 52 Posted: 15 May 2026
Macau University of Science and Technology, Macau University of Science and Technology, Macau University of Science and Technology, Macau University of Science and Technology, Macau University of Science and Technology, University of Nottingham, Ningbo - University of Nottingham Ningbo China, Singapore Management University, Nanjing University, University of Tokyo, Singapore Management University, Polytechnique Montreal and University of Alberta
Downloads 49 (1,183,237)

Abstract:

Loading...

Software Testing, DNN Testing, Survey

6.

A Context-Driven Approach for Co-Auditing Smart Contracts Using Gpt-4 Code Interpreter

Number of pages: 34 Posted: 09 Sep 2024
affiliation not provided to SSRN, affiliation not provided to SSRN, Reykjavik University, affiliation not provided to SSRN, Polytechnique Montreal and Polytechnique Montreal
Downloads 49 (1,121,190)

Abstract:

Loading...

Empirical StudySmart ContractsAuditingLarge Language Models ChatGPT Vulnerabilities.

7.

Bug Characteristics in Quantum Software Ecosystem

Number of pages: 46 Posted: 07 Sep 2023
affiliation not provided to SSRN, Polytechnique Montreal, Polytechnique Montreal and affiliation not provided to SSRN
Downloads 47 (1,097,529)

Abstract:

Loading...

Quantum computing, quantum programming, quantum software engineering, issue reports, quantum program bug.

8.

Machine Learning Approach to the Assessment and Prediction of Solid Particle Erosion of Metals

Number of pages: 50 Posted: 28 Mar 2025
Polytechnique Montreal, Polytechnique Montreal, Safran Group, affiliation not provided to SSRN, Polytechnique Montréal - Department of Engineering Physics and Polytechnique Montréal
Downloads 46 (1,121,190)

Abstract:

Loading...

Solid Particle Erosion, Machine Learning, Metals, Wear

9.

Evaluating and Enhancing Segmentation Model Robustness with Metamorphic Testing

Number of pages: 15 Posted: 23 Nov 2024
seif mzoughi, mohamed Elshafei and Foutse Khomh
Polytechnique Montreal, affiliation not provided to SSRN and Polytechnique Montreal
Downloads 40 (1,196,171)

Abstract:

Loading...

Metamorphic testingImage segmentationAdversarial attacksAdversarial training