no code implementations • 31 Mar 2022 • Yang Luo, Zhineng Chen, Shengtian Zhou, Xieping Gao
In this paper, we introduce MAE and verify the effect of visible patches for histopathological image understanding.
1 code implementation • 12 Oct 2020 • Min Du, Nesime Tatbul, Brian Rivers, Akhilesh Kumar Gupta, Lucas Hu, Wei Wang, Ryan Marcus, Shengtian Zhou, Insup Lee, Justin Gottschlich
Class distribution skews in imbalanced datasets may lead to models with prediction bias towards majority classes, making fair assessment of classifiers a challenging task.
no code implementations • 28 Sep 2020 • Fangke Ye, Shengtian Zhou, Anand Venkat, Ryan Marcus, Nesime Tatbul, Jesmin Jahan Tithi, Niranjan Hasabnis, Paul Petersen, Timothy G Mattson, Tim Kraska, Pradeep Dubey, Vivek Sarkar, Justin Gottschlich
First, MISIM uses a novel context-aware semantic structure (CASS), which is designed to aid in lifting semantic meaning from code syntax.
no code implementations • 5 Jun 2020 • Fangke Ye, Shengtian Zhou, Anand Venkat, Ryan Marcus, Nesime Tatbul, Jesmin Jahan Tithi, Niranjan Hasabnis, Paul Petersen, Timothy Mattson, Tim Kraska, Pradeep Dubey, Vivek Sarkar, Justin Gottschlich
Code semantics similarity can be used for many tasks such as code recommendation, automated software defect correction, and clone detection.
no code implementations • 24 Mar 2020 • Fangke Ye, Shengtian Zhou, Anand Venkat, Ryan Marcus, Paul Petersen, Jesmin Jahan Tithi, Tim Mattson, Tim Kraska, Pradeep Dubey, Vivek Sarkar, Justin Gottschlich
The simplified parse tree (SPT) presented in Aroma, a state-of-the-art code recommendation system, is a tree-structured representation used to infer code semantics by capturing program \emph{structure} rather than program \emph{syntax}.
no code implementations • 22 Aug 2019 • Shantanu Mandal, Todd A. Anderson, Javier S. Turek, Justin Gottschlich, Shengtian Zhou, Abdullah Muzahid
The problem of automatic software generation is known as Machine Programming.