no code implementations • 21 Nov 2020 • Karan Sikka, Jihua Huang, Andrew Silberfarb, Prateeth Nayak, Luke Rohrer, Pritish Sahu, John Byrnes, Ajay Divakaran, Richard Rohwer
We improve zero-shot learning (ZSL) by incorporating common-sense knowledge in DNNs.
no code implementations • 16 Mar 2020 • Karan Sikka, Andrew Silberfarb, John Byrnes, Indranil Sur, Ed Chow, Ajay Divakaran, Richard Rohwer
We introduce Deep Adaptive Semantic Logic (DASL), a novel framework for automating the generation of deep neural networks that incorporates user-provided formal knowledge to improve learning from data.
no code implementations • LREC 2016 • Eric Yeh, John Niekrasz, Dayne Freitag, Richard Rohwer
We describe a method for identifying and performing functional analysis of structured regions that are embedded in natural language documents, such as tables or key-value lists.