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Graph Neural Networks

4,495 papers

Papers per year

Papers

Neural Trees for Learning on Graphs NIPS 2021
Distilling Meta Knowledge on Heterogeneous Graph for Illicit Drug Trafficker Detection on Social Media NIPS 2021
MagNet: A Neural Network for Directed Graphs NIPS 2021
Topological Relational Learning on Graphs NIPS 2021
Learning Theory Can (Sometimes) Explain Generalisation in Graph Neural Networks NIPS 2021
GRIN: Generative Relation and Intention Network for Multi-agent Trajectory Prediction NIPS 2021
Shift-Robust GNNs: Overcoming the Limitations of Localized Graph Training data NIPS 2021
Transformers Generalize DeepSets and Can be Extended to Graphs & Hypergraphs NIPS 2021
GraphFormers: GNN-nested Transformers for Representation Learning on Textual Graph NIPS 2021
Do Transformers Really Perform Badly for Graph Representation? NIPS 2021
Parameter Prediction for Unseen Deep Architectures NIPS 2021
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction NIPS 2021
Topology-Imbalance Learning for Semi-Supervised Node Classification NIPS 2021
Autobahn: Automorphism-based Graph Neural Nets NIPS 2021
InfoGCL: Information-Aware Graph Contrastive Learning NIPS 2021
My House, My Rules: Learning Tidying Preferences with Graph Neural Networks CORL 2021
Multi-Agent Trajectory Prediction by Combining Egocentric and Allocentric Views CORL 2021
RICE: Refining Instance Masks in Cluttered Environments with Graph Neural Networks CORL 2021
Diagnose Like A Pathologist: Weakly-Supervised Pathologist-Tree Network for Slide-Level Immunohistochemical Scoring AAAI 2021
Modeling the Momentum Spillover Effect for Stock Prediction via Attribute-Driven Graph Attention Networks AAAI 2021
Graph Neural Network to Dilute Outliers for Refactoring Monolith Application AAAI 2021
Hierarchical Graph Convolution Network for Traffic Forecasting AAAI 2021
SDGNN: Learning Node Representation for Signed Directed Networks AAAI 2021
Who You Would Like to Share With? A Study of Share Recommendation in Social E-commerce AAAI 2021
Traffic Flow Prediction with Vehicle Trajectories AAAI 2021