28 citations · 102 across the 18 of their papers we have counts for
3 papers · 1 filter
DeepDiagnosis: Automatically Diagnosing Faults and Recommending Actionable Fixes in Deep Learning Programs
Mohammad Wardat, Breno Dantas Cruz, Wei Le +1
Deep Neural Networks (DNNs) are used in a wide variety of applications. However, as in any software application, DNN-based apps are afflicted with bugs. Previous work observed that…
Validating Static Warnings via Testing Code Fragments
Ashwin Kallingal Joshy, Xueyuan Chen, Benjamin Steenhoek +1
Static analysis is an important approach for finding bugs and vulnerabilities in software. However, inspecting and confirming static warnings are challenging and time-consuming. In…
DeepLocalize: Fault Localization for Deep Neural Networks
Mohammad Wardat, Wei Le, Hridesh Rajan
Deep neural networks (DNNs) are becoming an integral part of most software systems. Previous work has shown that DNNs have bugs. Unfortunately, existing debugging techniques do not…