91 citations · 223 across the 8 of their papers we have counts for
8 papers
MetaSel: A Test Selection Approach for Fine-tuned DNN Models
Amin Abbasishahkoo, Mahboubeh Dadkhah, Lionel Briand +1
Deep Neural Networks (DNNs) face challenges during deployment due to covariate shift, i.e., data distribution shifts between development and deployment contexts. Fine-tuning adapts…
Keeping Deep Learning Models in Check: A History-Based Approach to Mitigate Overfitting
Hao Li, Gopi Krishnan Rajbahadur, Dayi Lin +3
In software engineering, deep learning models are increasingly deployed for critical tasks such as bug detection and code review. However, overfitting remains a challenge that affe…
TEASMA: A Practical Methodology for Test Adequacy Assessment of Deep Neural Networks
Amin Abbasishahkoo, Mahboubeh Dadkhah, Lionel Briand +1
Successful deployment of Deep Neural Networks (DNNs) requires their validation with an adequate test set to ensure a sufficient degree of confidence in test outcomes. Although well…
An Empirical Study of Delayed Games on Steam
Balreet Grewal, Dayi Lin, Lars Doucet +1
The gaming industry is rapidly expanding. With over 2.7 billion players worldwide, game development has become increasingly challenging. To meet the ever-changing demands and expec…
Towards Training Reproducible Deep Learning Models
Boyuan Chen, Mingzhi Wen, Yong Shi +4
Reproducibility is an increasing concern in Artificial Intelligence (AI), particularly in the area of Deep Learning (DL). Being able to reproduce DL models is crucial for AI-based…
Towards a consistent interpretation of AIOps models
Yingzhe Lyu, Gopi Krishnan Rajbahadur, Dayi Lin +3
Artificial Intelligence for IT Operations (AIOps) has been adopted in organizations in various tasks, including interpreting models to identify indicators of service failures. To a…
An Empirical Study of the Characteristics of Popular Minecraft Mods
Daniel Lee, Gopi Krishnan Rajbahadur, Dayi Lin +3
It is becoming increasingly difficult for game developers to manage the cost of developing a game, while meeting the high expectations of gamers. One way to balance the increasing…
Building the perfect game -- an empirical study of game modifications
Daniel Lee, Dayi Lin, Cor-Paul Bezemer +1
Game developers cannot always meet the growing and changing needs of the gaming community, due to the often already overloaded schedules of developers. So-called modders can potent…