Graph Neural Networks

Semantic and Sentiment Dual-Enhanced Generative Model for Script Event Prediction COLING 2025 Semantic Enhanced Heterogeneous Hypergraph Network for Collaborative Filtering AAAI 2025 Shapley-Guided Utility Learning for Effective Graph Inference Data Valuation ICLR 2025 SHARP-Distill: A 68× Faster Recommender System with Hypergraph Neural Networks and Language Models ICML 2025 Sidechain conditioning and modeling for full-atom protein sequence design with FAMPNN ICML 2025 Signed Graph Autoencoder for Explainable and Polarization-Aware Network Embeddings AISTATS 2025 SIGNN - Star Identification using Graph Neural Networks WACV 2025 SIGraph: Saliency Image-Graph Network for Retinal Disease Classification in Fundus Image AAAI 2025 Simple and Critical Iterative Denoising: A Recasting of Discrete Diffusion in Graph Generation ICML 2025 Simple Path Structural Encoding for Graph Transformers ICML 2025 SINGER: Stochastic Network Graph Evolving Operator for High Dimensional PDEs ICLR 2025 Single-View Graph Contrastive Learning with Soft Neighborhood Awareness AAAI 2025 Size-Generalizable RNA Structure Evaluation by Exploring Hierarchical Geometries ICLR 2025 SkipPool: Improved Sparse Hierarchical Graph Pooling with Differentiable Exploration AAAI 2025 Smooth Interpolation for Improved Discrete Graph Generative Models ICML 2025 Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation AAAI 2025 Social Recommendation via Graph-Level Counterfactual Augmentation AAAI 2025 SpaceGNN: Multi-Space Graph Neural Network for Node Anomaly Detection with Extremely Limited Labels ICLR 2025 SpaGBOL: Spatial-Graph-Based Orientated Localisation WACV 2025 Spatial-Temporal Heterogenous Graph Contrastive Learning for Microservice Workload Prediction AAAI 2025 Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025 Speaker Diarization with Overlapping Community Detection Using Graph Attention Networks and Label Propagation Algorithm Interspeech 2025 SpectralGap: Graph-Level Out-of-Distribution Detection via Laplacian Eigenvalue Gaps IJCAI 2025 Spectro-Riemannian Graph Neural Networks ICLR 2025 SPHINX: Structural Prediction using Hypergraph Inference Network ICML 2025