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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Are Graph Neural Networks Optimal Approximation Algorithms? NIPS 2024
IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors NIPS 2024
Relational Concept Bottleneck Models NIPS 2024
RegExplainer: Generating Explanations for Graph Neural Networks in Regression Tasks NIPS 2024
Graph Neural Networks Need Cluster-Normalize-Activate Modules NIPS 2024
Learning from Highly Sparse Spatio-temporal Data NIPS 2024
Revisiting, Benchmarking and Understanding Unsupervised Graph Domain Adaptation NIPS 2024
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach NIPS 2024
A Structure-Aware Framework for Learning Device Placements on Computation Graphs NIPS 2024
Towards Dynamic Message Passing on Graphs NIPS 2024
Automated Label Unification for Multi-Dataset Semantic Segmentation with GNNs NIPS 2024
Iteratively Refined Early Interaction Alignment for Subgraph Matching based Graph Retrieval NIPS 2024
Graph Edit Distance with General Costs Using Neural Set Divergence NIPS 2024
Context-Based Interpretable Spatio-Temporal Graph Convolutional Network for Human Motion Forecasting WACV 2024
G-CASCADE: Efficient Cascaded Graph Convolutional Decoding for 2D Medical Image Segmentation WACV 2024
RS2G: Data-Driven Scene-Graph Extraction and Embedding for Robust Autonomous Perception and Scenario Understanding WACV 2024
Second-Order Graph ODEs for Multi-Agent Trajectory Forecasting WACV 2024
United We Stand, Divided We Fall: UnityGraph for Unsupervised Procedure Learning From Videos WACV 2024
Contrastive Viewpoint-Aware Shape Learning for Long-Term Person Re-Identification WACV 2024
GraphFill: Deep Image Inpainting Using Graphs WACV 2024
GazeGNN: A Gaze-Guided Graph Neural Network for Chest X-Ray Classification WACV 2024
Improving Graph Networks Through Selection-Based Convolution WACV 2024
Link Prediction for Flow-Driven Spatial Networks WACV 2024
Graph Neural Networks for End-to-End Information Extraction From Handwritten Documents WACV 2024
RSMPNet: Relationship Guided Semantic Map Prediction WACV 2024