MDA: An intelligent medical data augmentation scheme based on medical knowledge graph for Chinese medical tasks

B Shi, L Zhang, J Huang, H Zheng, J Wan, L Zhang - Applied Sciences, 2022 - mdpi.com
Text data augmentation is essential in the field of medicine for the tasks of natural language
processing (NLP). However, most of the traditional text data augmentation focuses on the …

Eye of the beholder: Improved relation generalization for text-based reinforcement learning agents

K Murugesan, S Chaudhury… - Proceedings of the AAAI …, 2022 - ojs.aaai.org
Text-based games (TBGs) have become a popular proving ground for the demonstration of
learning-based agents that make decisions in quasi real-world settings. The crux of the …

Symbolic Reasoning in Latent Space: Classical Planning as an Example

M Asai, H Kajino, A Fukunaga… - Neuro-Symbolic Artificial …, 2021 - ebooks.iospress.nl
Symbolic systems require hand-coded symbolic representation as input, resulting in a
knowledge acquisition bottleneck. Meanwhile, although deep learning has achieved …

Generating Plannable Lifted Action Models for Visually Generated Logical Predicates

M Asai - openreview.net
We propose FOSAE++, an unsupervised end-to-end neural system that generates a
compact discrete state transition model (dynamics/action model) from raw visual …