Title
Knowledge-augmented Column Networks: Guiding Deep Learning with Advice.
Abstract
Recently, deep models have had considerable success in several tasks, especially with low-level representations. However, effective learning from sparse noisy samples is a major challenge in most deep models, especially in domains with structured representations. Inspired by the proven success of human guided machine learning, we propose Knowledge-augmented Column Networks, a relational deep learning framework that leverages human advice/knowledge to learn better models in presence of sparsity and systematic noise.
Year
Venue
DocType
2019
CoRR
Journal
Volume
Citations 
PageRank 
abs/1906.01432
0
0.34
References 
Authors
0
5
Name
Order
Citations
PageRank
Mayukh Das195.03
Devendra Singh Dhami204.06
Yucheng Yang301.69
Kunapuli, Gautam413612.32
Sriraam Natarajan548249.32