97 citations · 379 across the 26 of their papers we have counts for
4 papers · 1 filter
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…
Inferring Concise Specifications of APIs
John L. Singleton, Gary T. Leavens, Hridesh Rajan +1
Modern software relies on libraries and uses them via application programming interfaces (APIs). Correct API usage as well as many software engineering tasks are enabled when APIs…