Graph Neural Networks

RS2G: Data-Driven Scene-Graph Extraction and Embedding for Robust Autonomous Perception and Scenario Understanding WACV 2024 RSMPNet: Relationship Guided Semantic Map Prediction WACV 2024 S2GSL: Incorporating Segment to Syntactic Enhanced Graph Structure Learning for Aspect-based Sentiment Analysis ACL 2024 S3GCL: Spectral, Swift, Spatial Graph Contrastive Learning ICML 2024 Safeguarding Fraud Detection from Attacks: A Robust Graph Learning Approach IJCAI 2024 SaNN: Simple Yet Powerful Simplicial-aware Neural Networks ICLR 2024 Scalable and Effective Implicit Graph Neural Networks on Large Graphs ICLR 2024 Scale Equivariant Graph Metanetworks NeurIPS 2024 Scaling Safe Multi-Agent Control for Signal Temporal Logic Specifications CoRL 2024 Scene Graph Generation Strategy with Co-occurrence Knowledge and Learnable Term Frequency ICML 2024 Schur Nets: exploiting local structure for equivariance in higher order graph neural networks NeurIPS 2024 SEA-GWNN: Simple and Effective Adaptive Graph Wavelet Neural Network AAAI 2024 Second-Order Graph ODEs for Multi-Agent Trajectory Forecasting WACV 2024 SEGNO: Generalizing Equivariant Graph Neural Networks with Physical Inductive Biases ICLR 2024 Self-Interpretable Graph Learning with Sufficient and Necessary Explanations AAAI 2024 Self-Promoted Clustering-based Contrastive Learning for Brain Networks Pretraining IJCAI 2024 Self-Supervised Framework Based on Subject-Wise Clustering for Human Subject Time Series Data AAAI 2024 Self-Supervised Learning for Enhancing Spatial Awareness in Free-Hand Sketches IJCAI 2024 Self-Training Based Few-Shot Node Classification by Knowledge Distillation AAAI 2024 Semantically-correlated memories in a dense associative model ICML 2024 Semantics-Aware Dual Graph Convolutional Networks for Argument Pair Extraction COLING 2024 Semi-Open 3D Object Retrieval via Hierarchical Equilibrium on Hypergraph NeurIPS 2024 Sequential Signal Mixing Aggregation for Message Passing Graph Neural Networks NeurIPS 2024 SGFormer: Semantic Graph Transformer for Point Cloud-Based 3D Scene Graph Generation AAAI 2024 Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-Time Dynamics AAAI 2024