research
∙
09/11/2023
Hazards in Deep Learning Testing: Prevalence, Impact and Recommendations
Much research on Machine Learning testing relies on empirical studies th...
share
research
∙
07/29/2023
Evaluating the Robustness of Test Selection Methods for Deep Neural Networks
Testing deep learning-based systems is crucial but challenging due to th...
research
∙
07/27/2023
CodeLens: An Interactive Tool for Visualizing Code Representations
Representing source code in a generic input format is crucial to automat...
research
∙
06/02/2023
Active Code Learning: Benchmarking Sample-Efficient Training of Code Models
The costly human effort required to prepare the training data of machine...
research
∙
03/13/2023
Boosting Source Code Learning with Data Augmentation: An Empirical Study
The next era of program understanding is being propelled by the use of m...
research
∙
10/06/2022
Enhancing Code Classification by Mixup-Based Data Augmentation
Recently, deep neural networks (DNNs) have been widely applied in progra...
research
∙
10/06/2022
Enhancing Mixup-Based Graph Learning for Language Processing via Hybrid Pooling
Graph neural networks (GNNs) have recently been popular in natural langu...
research
∙
07/22/2022
Efficient Testing of Deep Neural Networks via Decision Boundary Analysis
Deep learning plays a more and more important role in our daily life due...
research
∙
06/11/2022
CodeS: A Distribution Shift Benchmark Dataset for Source Code Learning
Over the past few years, deep learning (DL) has been continuously expand...
research
∙
04/08/2022
Characterizing and Understanding the Behavior of Quantized Models for Reliable Deployment
Deep Neural Networks (DNNs) have gained considerable attention in the pa...
research
∙
04/08/2022
Labeling-Free Comparison Testing of Deep Learning Models
Various deep neural networks (DNNs) are developed and reported for their...
research
∙
12/05/2021
Robust Active Learning: Sample-Efficient Training of Robust Deep Learning Models
Active learning is an established technique to reduce the labeling cost ...
research
∙
09/27/2021