Graph Neural Networks

Teacher-guided Edge Discriminator for Personalized Graph Masked Autoencoder AAAI 2025 TeG-DRec: Inductive Text-Graph Learning for Unseen Node Scientific Dataset Recommendation AACL 2025 TeLoGraF: Temporal Logic Planning via Graph-encoded Flow Matching ICML 2025 Temporal-Aware Evaluation and Learning for Temporal Graph Neural Networks AAAI 2025 Tensorial Multi-view Clustering with Deep Anchor Graph Projection IJCAI 2025 TESTN: A Triad-Enhanced Spatio-Temporal Network for Multi-Temporal POI Relationship Inference IJCAI 2025 Test-time Adaptation on Graphs via Adaptive Subgraph-based Selection and Regularized Prototypes ICML 2025 Test-Time Graph Neural Dataset Search With Generative Projection ICML 2025 Text-Attributed Graph Learning with Coupled Augmentations COLING 2025 Text Graph Neural Networks for Detecting AI-Generated Content COLING 2025 Text Meets Topology: Rethinking Out-of-distribution Detection in Text-Rich Networks EMNLP 2025 TGBFormer: Transformer-GraphFormer Blender Network for Video Object Detection AAAI 2025 TGB-Seq Benchmark: Challenging Temporal GNNs with Complex Sequential Dynamics ICLR 2025 TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs AAAI 2025 The Case for Learned Provenance-based System Behavior Baseline ICML 2025 The Effectiveness of Curvature-Based Rewiring and the Role of Hyperparameters in GNNs Revisited ICLR 2025 The Graph’s Apprentice: Teaching an LLM Low-Level Knowledge for Circuit Quality Estimation IJCAI 2025 THESAURUS: Contrastive Graph Clustering by Swapping Fused Gromov-Wasserstein Couplings AAAI 2025 THGNets: Constrained Temporal Hypergraphs and Graph Neural Networks in Hyperbolic Space for Information Diffusion Prediction AAAI 2025 Thickness-aware E(3)-Equivariant 3D Mesh Neural Networks ICML 2025 Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications AAAI 2025 TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting ICML 2025 Time Series Supplier Allocation via Deep Black-Litterman Model AAAI 2025 TINED: GNNs-to-MLPs by Teacher Injection and Dirichlet Energy Distillation ICML 2025 TLSD: Breaking the Limit of Topological Lane Mapping with Graph Knowledge and Distance Awareness ACML 2025