graph classification

SkipPool: Improved Sparse Hierarchical Graph Pooling with Differentiable Exploration AAAI 2025 Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection AAAI 2025 Through the Dual-Prism: A Spectral Perspective on Graph Data Augmentation for Graph Classifications AAAI 2025 When Hypergraph Meets Heterophily: New Benchmark Datasets and Baseline AAAI 2025 BLIS-Net: Classifying and Analyzing Signals on Graphs AISTATS 2024 Deep Hierarchical Graph Alignment Kernels IJCAI 2024 Differentiable Euler Characteristic Transforms for Shape Classification ICLR 2024 Efficient Algorithms for Learning Monophonic Halfspaces in Graphs COLT 2024 Enhancing Graph Transformers with Hierarchical Distance Structural Encoding NeurIPS 2024 EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost IJCAI 2024 Exploring Consistency in Graph Representations: from Graph Kernels to Graph Neural Networks NeurIPS 2024 Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers NeurIPS 2024 GC-Bench: An Open and Unified Benchmark for Graph Condensation NeurIPS 2024 GCVR: Reconstruction from Cross-View Enable Sufficient and Robust Graph Contrastive Learning UAI 2024 GNNBoundary: Towards Explaining Graph Neural Networks through the Lens of Decision Boundaries ICLR 2024 GNNCert: Deterministic Certification of Graph Neural Networks against Adversarial Perturbations ICLR 2024 Graph Classification via Reference Distribution Learning: Theory and Practice NeurIPS 2024 Graph Parsing Networks ICLR 2024 HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning NeurIPS 2024 Kernel Readout for Graph Neural Networks IJCAI 2024 Label Attentive Distillation for GNN-Based Graph Classification AAAI 2024 Mirage: Model-agnostic Graph Distillation for Graph Classification ICLR 2024 MMD Graph Kernel: Effective Metric Learning for Graphs via Maximum Mean Discrepancy ICLR 2024 Non-convolutional graph neural networks. NeurIPS 2024 One For All: Towards Training One Graph Model For All Classification Tasks ICLR 2024