Awesome-Medical-Research

Awesome list for deep learning on medical research

Dialog Systems

Task-oriented Dialogue System for Automatic Diagnosis ACL 2018 code
Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems ACL 2018 code
Knowledge Diffusion for Neural Dialogue Generation ACL 2018 code
Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings ACL 2017 code
KNOWLEDGE-POWERED CONVERSATIONAL AGENTS ICLR 2019 related code related code
GLOBAL-TO-LOCAL MEMORY POINTER NETWORKS FOR TASK-ORIENTED DIALOGUE ICLR 2019
Decoupling Strategy and Generation in Negotiation Dialogues arxiv
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding arxiv code
DIFFERENTIABLE EXPECTED BLEU FOR TEXT GENERATION ICLR 2019
Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access arxiv code

Denoising Distantly Supervised Open-Domain Question Answering ACL 2018 code
Learning to Ask Questions in Open-domain Conversational Systems with Typed Decoders arxiv code
Interpretation of Natural Language Rules in Conversational Machine Reading arxiv
Improving Question Answering by Commonsense-Based Pre-Training arxiv related
A Qualitative Comparison of CoQA, SQuAD 2.0 and QuAC arxiv
Learning Visual Knowledge Memory Networks for Visual Question Answering CVPR 2018 related code

Deep Lesion Graphs in the Wild CVPR 2018 code
DeepLesion: automated mining of large-scale lesion annotations and universal lesion detection with deep learning JMI 2018 code
3D Context Enhanced Region-based Convolutional Neural Network for End-to-End Lesion Detection MICCAI 2018 code

CornerNet: Detecting Objects as Paired Keypoints arxiv code
Learning Deep Representations for Visual Recognition CVPR 2018 related code video
Higher-order Graph Convolutional Networks arxiv related code related code related code
Softer-NMS: Rethinking Bounding Box Regression for Accurate Object Detection arxiv code
Searching for Efficient Multi-Scale Architectures for Dense Image Prediction arxiv related code related

GO FOR A WALK AND ARRIVE AT THE ANSWER ICLR 2018 code
GLoMo: Unsupervisedly Learned Relational Graphs as Transferable Representations arxiv
Exploring Graph-structured Passage Representation for Multi-hop Reading Comprehension with Graph Neural Networks arxiv related link
GRAPH CONVOLUTIONAL NETWORK WITH SEQUENTIAL ATTENTION FOR GOAL-ORIENTED DIALOGUE SYSTEMS ICLR 2019
Neural Natural Language Inference Models Enhanced with External Knowledge arxiv code
Enhanced LSTM for Natural Language Inference arxiv code
Leveraging Knowledge Bases in LSTMs for Improving Machine Reading ACL 2017

Universal Transformers arxiv code
NEWSROOM: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategies NAACL 2018 code
Contextual and Structural Language semanticscholar
Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks arxiv