277 citations · 351 across the 11 of their papers we have counts for
12 papers
Better Language Models of Code through Self-Improvement
Hung Quoc To, Nghi D. Q. Bui, Jin Guo +1
Pre-trained language models for code (PLMCs) have gained attention in recent research. These models are pre-trained on large-scale datasets using multi-modal objectives. However, f…
DEAR: A Novel Deep Learning-based Approach for Automated Program Repair
Yi Li, Shaohua Wang, Tien N. Nguyen
The existing deep learning (DL)-based automated program repair (APR) models are limited in fixing general software defects. % We present {\tool}, a DL-based approach that supports…
Vulnerability Detection with Fine-grained Interpretations
Yi Li, Shaohua Wang, Tien N. Nguyen
Despite the successes of machine learning (ML) and deep learning (DL) based vulnerability detectors (VD), they are limited to providing only the decision on whether a given code is…
Fault Localization with Code Coverage Representation Learning
Yi Li, Shaohua Wang, Tien N. Nguyen
In this paper, we propose DeepRL4FL, a deep learning fault localization (FL) approach that locates the buggy code at the statement and method levels by treating FL as an image patt…
A Context-based Automated Approach for Method Name Consistency Checking and Suggestion
Yi Li, Shaohua Wang, Tien N. Nguyen
Misleading method names in software projects can confuse developers, which may lead to software defects and affect code understandability. In this paper, we present DeepName, a con…
API Misuse Detection An Immune System inspired Approach
Maxime Gallais-Jimenez, Hoan A. Nguyen, Mohamed Aymen Saied +2
APIs are essential ingredients for developing complex software systems. However, they are difficult to learn and to use. Thus, developers may misuse them, which results in various…
Combining Program Analysis and Statistical Language Model for Code Statement Completion
Son Nguyen, Tien N. Nguyen, Yi Li +1
Automatic code completion helps improve developers' productivity in their programming tasks. A program contains instructions expressed via code statements, which are considered as…
Feature-Interaction Aware Configuration Prioritization for Configurable Code
Son Nguyen, Hoan Nguyen, Ngoc Tran +2
Unexpected interactions among features induce most bugs in a configurable software system. Exhaustively analyzing all the exponential number of possible configurations is prohibiti…
An Empirical Study on the Characteristics of Question-Answering Process on Developer Forums
Yi Li, Shaohua Wang, Tien N. Nguyen +3
Developer forums are one of the most popular and useful Q&A websites on API usages. The analysis of API forums can be a critical resource for the automated question and answer appr…
Does BLEU Score Work for Code Migration?
Ngoc Tran, Hieu Tran, Son Nguyen +2
Statistical machine translation (SMT) is a fast-growing sub-field of computational linguistics. Until now, the most popular automatic metric to measure the quality of SMT is BiLing…
Recovering Variable Names for Minified Code with Usage Contexts
Hieu Tran, Ngoc Tran, Son Nguyen +2
In modern Web technology, JavaScript (JS) code plays an important role. To avoid the exposure of original source code, the variable names in JS code deployed in the wild are often…
A Systematic Evaluation of Static API-Misuse Detectors
Sven Amann, Hoan Anh Nguyen, Sarah Nadi +2
Application Programming Interfaces (APIs) often have usage constraints, such as restrictions on call order or call conditions. API misuses, i.e., violations of these constraints, m…