Graph Neural Networks

Modeling the Momentum Spillover Effect for Stock Prediction via Attribute-Driven Graph Attention Networks AAAI 2021 Modular Graph Transformer Networks for Multi-Label Image Classification AAAI 2021 Modulated Graph Convolutional Network for 3D Human Pose Estimation ICCV 2021 Motif-based Graph Self-Supervised Learning for Molecular Property Prediction NeurIPS 2021 Multi-hop Attention Graph Neural Networks IJCAI 2021 Multi-scale Graph Fusion for Co-saliency Detection AAAI 2021 NASGEM: Neural Architecture Search via Graph Embedding Method AAAI 2021 Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction NeurIPS 2021 Nested Graph Neural Networks NeurIPS 2021 Neural Graph Filtering for Context-aware Recommendation ACML 2021 Neural Relational Inference with Efficient Message Passing Mechanisms AAAI 2021 Neural Relation Inference for Multi-dimensional Temporal Point Processes via Message Passing Graph IJCAI 2021 Neural Trees for Learning on Graphs NeurIPS 2021 NeuroMLR: Robust & Reliable Route Recommendation on Road Networks NeurIPS 2021 One-shot Graph Neural Architecture Search with Dynamic Search Space AAAI 2021 On the Estimation of Network Complexity: Dimension of Graphons JMLR 2021 Optimization of Graph Neural Networks: Implicit Acceleration by Skip Connections and More Depth ICML 2021 Pairwise Half-graph Discrimination: A Simple Graph-level Self-supervised Strategy for Pre-training Graph Neural Networks IJCAI 2021 Planning with Learned Object Importance in Large Problem Instances using Graph Neural Networks AAAI 2021 Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer EMNLP 2021 Process-Level Representation of Scientific Protocols with Interactive Annotation EACL 2021 Property-Aware Relation Networks for Few-Shot Molecular Property Prediction NeurIPS 2021 Psycholinguistic Tripartite Graph Network for Personality Detection ACL 2021 PU-GCN: Point Cloud Upsampling Using Graph Convolutional Networks CVPR 2021 Quantifying Explainers of Graph Neural Networks in Computational Pathology CVPR 2021