Truyen Tran

DeepSoft: a vision for a deep model of software

2016

Although software analytics has experienced rapid growth as a research area, it has not yet reached its full potential for wide industrial adoption. Most of the existing work in software analytics still relies heavily on …

A deep tree-based model for software defect prediction

2018 · arXiv (Cornell University)

Defects are common in software systems and can potentially cause various problems to software users. Different methods have been developed to quickly predict the most likely locations of defects in large code bases. Most of …

Unsupervised Anomaly Detection on Temporal Multiway Data

2020

Temporal anomaly detection looks for irregularities over space-time. Unsupervised temporal models employed thus far typically work on sequences of feature vectors, and much less on temporal multiway data. We focus our investigation on twoway data, …

On the Role of Discrete Representation in Sparse Mixture of Experts

2024 · arXiv (Cornell University)

Sparse mixture of experts (SMoE) is an effective solution for scaling up model capacity without increasing the computational costs. A crucial component of SMoE is the router, responsible for directing the input to relevant experts; …