15 citations · 38 across the 4 of their papers we have counts for
6 papers
Manas: Mining Software Repositories to Assist AutoML
Giang Nguyen, Md Johir Islam, Rangeet Pan +1
Today deep learning is widely used for building software. A software engineering problem with deep learning is that finding an appropriate convolutional neural network (CNN) model…
Repairing Deep Neural Networks: Fix Patterns and Challenges
Md Johirul Islam, Rangeet Pan, Giang Nguyen +1
Significant interest in applying Deep Neural Network (DNN) has fueled the need to support engineering of software that uses DNNs. Repairing software that uses DNNs is one such unmi…
What Do Developers Ask About ML Libraries? A Large-scale Study Using Stack Overflow
Md Johirul Islam, Hoan Anh Nguyen, Rangeet Pan +1
Modern software systems are increasingly including machine learning (ML) as an integral component. However, we do not yet understand the difficulties faced by software developers w…
A Comprehensive Study on Deep Learning Bug Characteristics
Md Johirul Islam, Giang Nguyen, Rangeet Pan +1
Deep learning has gained substantial popularity in recent years. Developers mainly rely on libraries and tools to add deep learning capabilities to their software. What kinds of bu…
Identifying Classes Susceptible to Adversarial Attacks
Rangeet Pan, Md Johirul Islam, Shibbir Ahmed +1
Despite numerous attempts to defend deep learning based image classifiers, they remain susceptible to the adversarial attacks. This paper proposes a technique to identify susceptib…
A Cyberinfrastructure for BigData Transportation Engineering
Md Johirul Islam, Anuj Sharma, Hridesh Rajan
Big Data-driven transportation engineering has the potential to improve utilization of road infrastructure, decrease traffic fatalities, improve fuel consumption, decrease construc…