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graph classification

212 papers

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Co-occurring keywords

graph neural network (3945) node classification (480) graph kernel (66) representation learning (6174) graph representation learning (246) graph pooling (38) graph convolution (183) graph representation (359) contrastive learning (3979) kernel methods (1096)

Papers

Exploring Consistency in Graph Representations: from Graph Kernels to Graph Neural Networks NIPS 2024
The Intelligible and Effective Graph Neural Additive Network NIPS 2024
Graph Classification via Reference Distribution Learning: Theory and Practice NIPS 2024
Replay-and-Forget-Free Graph Class-Incremental Learning: A Task Profiling and Prompting Approach NIPS 2024
HC-GAE: The Hierarchical Cluster-based Graph Auto-Encoder for Graph Representation Learning NIPS 2024
Enhancing Graph Transformers with Hierarchical Distance Structural Encoding NIPS 2024
BLIS-Net: Classifying and Analyzing Signals on Graphs AISTATS 2024
Towards Dynamic Message Passing on Graphs NIPS 2024
Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers NIPS 2024
Efficient Algorithms for Learning Monophonic Halfspaces in Graphs COLT 2024
Deep Hierarchical Graph Alignment Kernels IJCAI 2024
Rank and Align: Towards Effective Source-free Graph Domain Adaptation IJCAI 2024
GC-Bench: An Open and Unified Benchmark for Graph Condensation NIPS 2024
EPIC: Graph Augmentation with Edit Path Interpolation via Learnable Cost IJCAI 2024
Kernel Readout for Graph Neural Networks IJCAI 2024
Non-convolutional graph neural networks. NIPS 2024
TREE-G: Decision Trees Contesting Graph Neural Networks AAAI 2024
Rethinking the Effectiveness of Graph Classification Datasets in Benchmarks for Assessing GNNs IJCAI 2024
Tensor-view Topological Graph Neural Network AISTATS 2024
Two Birds with One Stone: Enhancing Uncertainty Quantification and Interpretability with Graph Functional Neural Process AISTATS 2024
Label Attentive Distillation for GNN-Based Graph Classification AAAI 2024
Temporal Graph Neural Tangent Kernel with Graphon-Guaranteed NIPS 2024
Perception-Inspired Graph Convolution for Music Understanding Tasks IJCAI 2024
RAGraph: A General Retrieval-Augmented Graph Learning Framework NIPS 2024
Path Neural Networks: Expressive and Accurate Graph Neural Networks ICML 2023