4 papers
Exploiting Efficiency Vulnerabilities in Dynamic Deep Learning Systems
Ravishka Rathnasuriya, Wei Yang
The growing deployment of deep learning models in real-world environments has intensified the need for efficient inference under strict latency and resource constraints. To meet th…
Efficiency Robustness of Dynamic Deep Learning Systems
Ravishka Rathnasuriya, Tingxi Li, Zexin Xu +4
Deep Learning Systems (DLSs) are increasingly deployed in real-time applications, including those in resourceconstrained environments such as mobile and IoT devices. To address eff…
Can You Mimic Me? Exploring the Use of Android Record & Replay Tools in Debugging
Zihe Song, S M Hasan Mansur, Ravishka Rathnasuriya +4
Android User Interface (UI) testing is a critical research area due to the ubiquity of apps and the challenges faced by developers. Record and replay (R&R) tools facilitate manual…
CodeImprove: Program Adaptation for Deep Code Models
Ravishka Rathnasuriya, Zijie Zhao, Wei Yang
Leveraging deep learning (DL)-based code analysis tools to solve software engineering tasks is becoming increasingly popular. Code models often suffer performance degradation due t…