98 citations · 287 across the 45 of their papers we have counts for
7 papers · 1 filter
GRAIN: Group Aggregation via Min-Norm Objective
Nghia Bui, Jiarui Yao, Lijing Wang
Learning instability is a long-standing problem across machine learning, but it is especially acute in the overparameterized regime that defines modern deep learning: large models…
On DeepSeekMoE: Statistical Benefits of Shared Experts and Normalized Sigmoid Gating
Huy Nguyen, Thong T. Doan, Quang Pham +3
Mixture of experts (MoE) methods are a key component in most large language model architectures, including the recent series of DeepSeek models. Compared to other MoE implementatio…
Energy-bounded Learning for Robust Models of Code
Nghi D. Q. Bui, Yijun Yu
In programming, learning code representations has a variety of applications, including code classification, code search, comment generation, bug prediction, and so on. Various repr…
TreeCaps: Tree-Structured Capsule Networks for Program Source Code Processing
Vinoj Jayasundara, Nghi Duy Quoc Bui, Lingxiao Jiang +1
Program comprehension is a fundamental task in software development and maintenance processes. Software developers often need to understand a large amount of existing code before t…
SAR: Learning Cross-Language API Mappings with Little Knowledge
Nghi D. Q. Bui, Yijun Yu, Lingxiao Jiang
To save manual effort, developers often translate programs from one programming language to another, instead of implementing it from scratch. Translating application program interf…
Hierarchical Learning of Cross-Language Mappings through Distributed Vector Representations for Code
Nghi D. Q. Bui, Lingxiao Jiang
Translating a program written in one programming language to another can be useful for software development tasks that need functionality implementations in different languages. Al…
Cross-Language Learning for Program Classification using Bilateral Tree-Based Convolutional Neural Networks
Nghi D. Q. Bui, Lingxiao Jiang, Yijun Yu
Towards the vision of translating code that implements an algorithm from one programming language into another, this paper proposes an approach for automated program classification…