UniGenCoder: Merging Seq2Seq and Seq2Tree Paradigms for Unified Code Generation

Deep learning-based code generation has completely transformed the way developers write programs today. Existing approaches to code generation have focused either on the Sequence-to-Sequence paradigm, which generates target code as a sequence of tokens, or the Sequence-to-Tree paradigm, which output...

Full description

Saved in:
Bibliographic Details
Main Authors: Shao, Liangying, Yan, Yanfu, Poshyvanyk, Denys, Su, Jinsong
Format: Conference Proceeding
Language:English
Subjects:
Code Generation
Codes
Computing methodologies
Computing methodologies > Machine learning
Computing methodologies > Machine learning > Learning paradigms
Computing methodologies > Machine learning > Learning paradigms > Supervised learning
Computing methodologies > Machine learning > Learning paradigms > Supervised learning > Supervised learning by regression
Computing methodologies > Machine learning > Learning paradigms > Unsupervised learning
Computing methodologies > Machine learning > Learning paradigms > Unsupervised learning > Dimensionality reduction and manifold learning
Computing methodologies > Machine learning > Machine learning approaches
Computing methodologies > Machine learning > Machine learning approaches > Bio-inspired approaches
Computing methodologies > Machine learning > Machine learning approaches > Bio-inspired approaches > Genetic programming
Computing methodologies > Machine learning > Machine learning approaches > Neural networks
Contrastive learning
Decoding
Knowledge transfer
Merging
Multitasking
Sequence-to-Sequence
Sequence-to-Tree
Software and its engineering
Software and its engineering > Software creation and management
Software and its engineering > Software creation and management > Search-based software engineering
Software and its engineering > Software creation and management > Software development techniques
Software and its engineering > Software creation and management > Software development techniques > Automatic programming
Software and its engineering > Software notations and tools
Software and its engineering > Software notations and tools > Software maintenance tools
Software engineering
Training
Online Access:Request full text
Tags: Add Tag
No Tags, Be the first to tag this record!