publications

2025

1. ICSE 2025

   Improved Detection and Diagnosis of Faults in Deep Neural Networks Using Hierarchical and Explainable Classification

   Sigma Jahan, Mehil B Shah, Parvez Mahbub, and 1 more author

   2025

   Bib PDF Code

   @misc{jahan2025improveddetectiondiagnosisfaults,
     title = {Improved Detection and Diagnosis of Faults in Deep Neural Networks Using Hierarchical and Explainable Classification},
     author = {Jahan, Sigma and Shah, Mehil B and Mahbub, Parvez and Rahman, Mohammad Masudur},
     eprint = {2501.12560},
     archiveprefix = {arXiv},
     primaryclass = {cs.SE},
     url = {https://arxiv.org/abs/2501.12560},
     year = {2025}
   }

2024

1. EMSE

   Towards enhancing the reproducibility of deep learning bugs: an empirical study

   Mehil B Shah, Mohammad Masudur Rahman, and Foutse Khomh

   Empirical Software Engineering, 2024

   Bib PDF Code

   @article{shah2025towards,
     title = {Towards enhancing the reproducibility of deep learning bugs: an empirical study},
     author = {Shah, Mehil B and Rahman, Mohammad Masudur and Khomh, Foutse},
     journal = {Empirical Software Engineering},
     volume = {30},
     number = {1},
     pages = {23},
     year = {2024},
     publisher = {Springer},
     url = {https://arxiv.org/abs/2401.03069},
   }

2. arXiv

   Towards Understanding the Impact of Data Bugs on Deep Learning Models in Software Engineering

   Mehil B Shah, Mohammad Masudur Rahman, and Foutse Khomh

   2024

   Bib PDF Code

   @misc{shah2024understandingimpactdatabugs,
     title = {Towards Understanding the Impact of Data Bugs on Deep Learning Models in Software Engineering},
     author = {Shah, Mehil B and Rahman, Mohammad Masudur and Khomh, Foutse},
     year = {2024},
     eprint = {2411.12137},
     archiveprefix = {arXiv},
     primaryclass = {cs.SE},
     url = {https://arxiv.org/abs/2411.12137},
   }

3. SpacSec 2024

   NPQuant: A Robust Quantum Inspired Computation Algorithms as an Efficient Solution to NP-Complete Problems

   Bali Devi, Mehil Bimal Shah, Venkatesh Gauri Shankar, and 1 more author

   In International Conference on Cyber Warfare, Security and Space Computing, 2024

   Bib PDF

   @inproceedings{devi2024npquant,
     title = {NPQuant: A Robust Quantum Inspired Computation Algorithms as an Efficient Solution to NP-Complete Problems},
     author = {Devi, Bali and Shah, Mehil Bimal and Shankar, Venkatesh Gauri and Sharma, Gauri},
     booktitle = {International Conference on Cyber Warfare, Security and Space Computing},
     pages = {302--313},
     year = {2024},
     organization = {Springer},
   }

4. arXiv

   Towards Understanding the Challenges of Bug Localization in Deep Learning Systems

   Sigma Jahan, Mehil B Shah, and Mohammad Masudur Rahman

   arXiv preprint arXiv:2402.01021, 2024

   Bib PDF Code

   @article{jahan2024towards,
     title = {Towards Understanding the Challenges of Bug Localization in Deep Learning Systems},
     author = {Jahan, Sigma and Shah, Mehil B and Rahman, Mohammad Masudur},
     journal = {arXiv preprint arXiv:2402.01021},
     year = {2024}
   }

2020

1. ISCON 2019

   Student Performance Assessment and Prediction System using Machine Learning

   Mehil B Shah, Maheeka Kaistha, and Yogesh Gupta

   In 2019 4th International Conference on Information Systems and Computer Networks (ISCON), 2020

   Bib PDF

   @inproceedings{shah2020student,
     author = {Shah, Mehil B and Kaistha, Maheeka and Gupta, Yogesh},
     booktitle = {2019 4th International Conference on Information Systems and Computer Networks (ISCON)},
     title = {Student Performance Assessment and Prediction System using Machine Learning},
     year = {2020},
     pages = {386-390},
     keywords = {Education;Correlation;Classification algorithms;Boosting;Prediction algorithms;Decision trees;Exploratory Data Analysis;Classification Techniques;Multi Class Classification;Boosting Techniques;Neural Networks},
     doi = {10.1109/ISCON47742.2019.9036250},
     url = {https://ieeexplore.ieee.org/document/9036250},
   }