3 papers
cs.SE2025
Identifying Appropriately-Sized Services with Deep Reinforcement Learning
Syeda Tasnim Fabiha, Saad Shafiq, Wesley Klewerton Guez Assunção +1
Service-based architecture (SBA) has gained attention in industry and academia as a means to modernize legacy systems. It refers to a design style that enables systems to be develo…
cs.SE2025
Are We Learning the Right Features? A Framework for Evaluating DL-Based Software Vulnerability Detection Solutions
Satyaki Das, Syeda Tasnim Fabiha, Saad Shafiq +1
Recent research has revealed that the reported results of an emerging body of DL-based techniques for detecting software vulnerabilities are not reproducible, either across differe…
cs.LG2024
DNN Modularization via Activation-Driven Training
Tuan Ngo, Abid Hassan, Saad Shafiq +1
Deep Neural Networks (DNNs) tend to accrue technical debt and suffer from significant retraining costs when adapting to evolving requirements. Modularizing DNNs offers the promise…