README.md

Publications in IJCAI2020 Groupd by Tracks

Data Mining

• MR-GCN: Multi-Relational Graph Convolutional Networks based on Generalized Tensor Product
• GoGNN: Graph of Graphs Neural Network for Predicting Structured Entity Interactions
• Multi-Channel Graph Neural Networks
• Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation
• Network Schema Preserving Heterogeneous Information Network Embedding
• Entity Synonym Discovery via Multipiece Bilateral Context Matching

Humans and AI

• Improving Knowledge Tracing via Pre-training Question Embeddings

Survey track

• Incorporating Extra Knowledge to Enhance Word Embedding
• The Knowledge Acquisition Bottleneck Problem in Multilingual Word Sense Disambiguation

Doctoral Consortium

• Social Network Analysis using RLVECN: Representation Learning via Knowledge-Graph Embeddings and Convolutional Neural-Network

Knowledge Representation and Reasoning

• Neural Entity Summarization with Joint Encoding and Weak Supervision
• Enriching Documents with Compact, Representative, Relevant Knowledge Graphs
• Reasoning Like Human: Hierarchical Reinforcement Learning for Knowledge Graph Reasoning

Machine Learning

• Knowledge Hypergraphs: Prediction Beyond Binary Relations
• KGNN: Knowledge Graph Neural Network for Drug-Drug Interaction Prediction
• TransRHS: A Representation Learning Method for Knowledge Graphs with Relation Hierarchical Structure
• BERT-INT:A BERT-based Interaction Model For Knowledge Graph Alignment

Natural Language Processing

• Formal Query Building with Query Structure Prediction for Complex Question Answering over Knowledge Base