Graph Neural Networks

Contrastive Auxiliary Learning with Structure Transformation for Heterogeneous Graphs AAAI 2025 Contrastive Cross-Course Knowledge Tracing via Concept Graph Guided Knowledge Transfer IJCAI 2025 Contrastive Learning with Simplicial Convolutional Networks for Short-Text Classification ICML 2025 Core Knowledge Learning Framework for Graph AAAI 2025 Coupling Category Alignment for Graph Domain Adaptation IJCAI 2025 Covered Forest: Fine-grained generalization analysis of graph neural networks ICML 2025 Critical Node-aware Augmentation for Hypergraph Contrastive Learning IJCAI 2025 Cross-Document Cross-Lingual NLI via RST-Enhanced Graph Fusion and Interpretability Prediction EMNLP 2025 Cross-Domain Trajectory Association Based on Hierarchical Spatiotemporal Enhanced Attention Hypergraph AAAI 2025 Crossfire: An Elastic Defense Framework for Graph Neural Networks Under Bit Flip Attacks AAAI 2025 Cross-Lingual Knowledge Projection and Knowledge Enhancement for Zero-Shot Question Answering in Low-Resource Languages COLING 2025 Cross-View Graph Consistency Learning for Invariant Graph Representations AAAI 2025 CSG-ODE: ControlSynth Graph ODE For Modeling Complex Evolution of Dynamic Graphs ICML 2025 CureGraph: Contrastive Multi-Modal Graph Representation Learning for Urban Living Circle Health Profiling and Prediction (Abstract Reprint) IJCAI 2025 Curriculum-aware Training for Discriminating Molecular Property Prediction Models ICLR 2025 CurvGAD: Leveraging Curvature for Enhanced Graph Anomaly Detection ICML 2025 DANCE: Dual Unbiased Expansion with Group-acquired Alignment for Out-of-distribution Graph Fairness Learning ICML 2025 Data Center Cooling System Optimization Using Offline Reinforcement Learning ICLR 2025 DCHM: Dynamic Collaboration of Heterogeneous Models Through Isomerism Learning in a Blockchain-Powered Federated Learning Framework AAAI 2025 DDS: Decoupled Dynamic Scene-Graph Generation Network WACV 2025 DeCaf: A Causal Decoupling Framework for OOD Generalization on Node Classification AISTATS 2025 Decoupled Graph Energy-based Model for Node Out-of-Distribution Detection on Heterophilic Graphs ICLR 2025 Decoupled Subgraph Federated Learning ICLR 2025 DeepGate4: Efficient and Effective Representation Learning for Circuit Design at Scale ICLR 2025 Deep Graph Online Hashing for Multi-Label Image Retrieval AAAI 2025