Search Results for author: John Byrnes

Found 3 papers, 0 papers with code

Zero-shot Multi-Domain Dialog State Tracking Using Descriptive Rules

no code implementations17 Sep 2020 Edgar Altszyler, Pablo Brusco, Nikoletta Basiou, John Byrnes, Dimitra Vergyri

In this work, we present a framework for incorporating descriptive logical rules in state-of-the-art neural networks, enabling them to learn how to handle unseen labels without the introduction of any new training data.

Deep Adaptive Semantic Logic (DASL): Compiling Declarative Knowledge into Deep Neural Networks

no code implementations16 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.

Image Classification Visual Relationship Detection

Cannot find the paper you are looking for? You can Submit a new open access paper.