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graph classification

241 papers

Papers

Conditional Distribution Learning for Graph Classification AAAI 2026 LGAN: An Efficient High-Order Graph Neural Network via the Line Graph Aggregation AAAI 2026 SSHPool: The Separated Subgraph-based Hierarchical Pooling AAAI 2026 U2B: Scale-unbiased Representation Converter for Graph Classification with Imbalanced and Balanced Scale Distributions AAAI 2026 AKBR: Learning Adaptive Kernel-based Representations for Graph Classification IJCAI 2025 Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision? ACL 2025 Can Large Language Models Tackle Graph Partitioning? EMNLP 2025 Clean-Label Graph Backdoor Attack in the Node Classification Task AAAI 2025 Cluster-guided Contrastive Class-imbalanced Graph Classification AAAI 2025 Conditional Prediction ROC Bands for Graph Classification AISTATS 2025 Core Knowledge Learning Framework for Graph AAAI 2025 Deterministic Certification of Graph Neural Networks against Graph Poisoning Attacks with Arbitrary Perturbations CVPR 2025 DHAKR: Learning Deep Hierarchical Attention-Based Kernelized Representations for Graph Classification AAAI 2025 DHTAGK: Deep Hierarchical Transitive-Aligned Graph Kernels for Graph Classification IJCAI 2025 Exploring the Over-smoothing Problem of Graph Neural Networks for Graph Classification: An Entropy-based Viewpoint IJCAI 2025 From GNNs to Trees: Multi-Granular Interpretability for Graph Neural Networks ICLR 2025 Generalizing Weisfeiler-Lehman Kernels to Subgraphs ICLR 2025 HA-SCN: Learning Hierarchical Aligned Subtree Convolutional Networks for Graph Classification IJCAI 2025 HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025 Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges AAAI 2025 IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning ICLR 2025 Rhomboid Tiling for Geometric Graph Deep Learning ICML 2025 Robust Heterogeneous Graph Classification for Molecular Property Prediction with Information Bottleneck AAAI 2025 Scalable Graph Classification via Random Walk Fingerprints (Extended Abstract) IJCAI 2025 Semi-Implicit Neural Ordinary Differential Equations AAAI 2025