Graph Neural Networks

Mitigating Over-Squashing in Graph Neural Networks by Spectrum-Preserving Sparsification ICML 2025 Mixture of Length and Pruning Experts for Knowledge Graphs Reasoning EMNLP 2025 ML$^2$-GCL: Manifold Learning Inspired Lightweight Graph Contrastive Learning ICML 2025 ML-GOOD: Towards Multi-Label Graph Out-Of-Distribution Detection AAAI 2025 Modality-Independent Graph Neural Networks with Global Transformers for Multimodal Recommendation AAAI 2025 Modeling All-Atom Glycan Structures via Hierarchical Message Passing and Multi-Scale Pre-training ICML 2025 Modeling Interactions Between Stocks Using LLM-Enhanced Graphs for Volume Prediction COLING 2025 Modeling Inter-Intra Heterogeneity for Graph Federated Learning AAAI 2025 Modeling Multi-Turn Spoken Language Understanding with Dynamic Graph Convolutional Networks Interspeech 2025 MolHFCNet: Enhancing Molecular Graph Representations with Hierarchical Feature Combining and Hybrid Pretraining IJCAI 2025 MOL-Mamba: Enhancing Molecular Representation with Structural & Electronic Insights AAAI 2025 MOOSS: Mask-Enhanced Temporal Contrastive Learning for Smooth State Evolution in Visual Reinforcement Learning WACV 2025 Morphological-Symmetry-Equivariant Heterogeneous Graph Neural Network for Robotic Dynamics Learning L4DC 2025 Motif-aware Graph Neural Networks for Networked Time Series Imputation AAAI 2025 Motif Guided Graph Transformers with Combinatorial Skeleton Prototype Learning for Skeleton-Based Person Re-Identification AAAI 2025 Motif-Oriented Representation Learning with Topology Refinement for Drug-Drug Interaction Prediction AAAI 2025 MSCGrapher: Learning Multi-Scale Dynamic Correlations for Multivariate Time Series Forecasting UAI 2025 MSR: A Multifaceted Self-Retrieval Framework for Microscopic Cascade Prediction AAAI 2025 MTPNet: Multi-Grained Target Perception for Unified Activity Cliff Prediction IJCAI 2025 Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025 Multi-Domain Graph Foundation Models: Robust Knowledge Transfer via Topology Alignment ICML 2025 Multi-Feature Graph Convolution Network for Hindi OCR Verification AACL 2025 Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation COLING 2025 Multi-Hierarchical Fine-Grained Feature Mapping Driven by Feature Contributions for Molecular Odor Prediction IJCAI 2025 Multi-Label Node Classification with Label Influence Propagation ICLR 2025