Graph Neural Networks

PALA: Class-imbalanced Graph Domain Adaptation via Prototype-anchored Learning and Alignment IJCAI 2025 PAMol: Pocket-Aware Drug Design Method with Hypergraph Representation of Protein Pocket Structure and Feature Fusion IJCAI 2025 PASTA: Part-Aware Sketch-to-3D Shape Generation with Text-Aligned Prior ICCV 2025 PDDFormer: Pairwise Distance Distribution Graph Transformer for Crystal Material Property Prediction IJCAI 2025 Percept, Memory, and Imagine: World Feature Simulating for Open-Domain Unknown Object Detection CVPR 2025 Perfect Recovery for Random Geometric Graph Matching with Shallow Graph Neural Networks AISTATS 2025 PerfSeer: An Efficient and Accurate Deep Learning Models Performance Predictor IJCAI 2025 Periodic Materials Generation using Text-Guided Joint Diffusion Model ICLR 2025 PerLA: Perceptive 3D Language Assistant CVPR 2025 PhyMPGN: Physics-encoded Message Passing Graph Network for spatiotemporal PDE systems ICLR 2025 Physics-Assisted and Topology-Informed Deep Learning for Weather Prediction IJCAI 2025 Physics-Guided Fair Graph Sampling for Water Temperature Prediction in River Networks AAAI 2025 Pioneer: Physics-informed Riemannian Graph ODE for Entropy-increasing Dynamics AAAI 2025 PIORF: Physics-Informed Ollivier-Ricci Flow for Long–Range Interactions in Mesh Graph Neural Networks ICLR 2025 PolyhedronNet: Representation Learning for Polyhedra with Surface-attributed Graph ICLR 2025 Port-Hamiltonian Architectural Bias for Long-Range Propagation in Deep Graph Networks ICLR 2025 Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network AAAI 2025 Positional Encoding meets Persistent Homology on Graphs ICML 2025 Position: Graph Matching Systems Deserve Better Benchmarks ICML 2025 PPDiff: Diffusing in Hybrid Sequence-Structure Space for Protein-Protein Complex Design ICML 2025 Practicable Black-Box Evasion Attacks on Link Prediction in Dynamic Graphs—a Graph Sequential Embedding Method AAAI 2025 PRAGA: Prototype-aware Graph Adaptive Aggregation for Spatial Multi-modal Omics Analysis AAAI 2025 Predicting the Energy Landscape of Stochastic Dynamical System via Physics-informed Self-supervised Learning ICLR 2025 Pre-trained Semantic Interaction based Inductive Graph Neural Networks for Text Classification COLING 2025 Pre-Training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck AAAI 2025