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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Leveraging Graphic and Convolutional Neural Networks for Auditory Attention Detection with EEG INTERSPEECH 2024
Two Birds with One Stone: Enhancing Uncertainty Quantification and Interpretability with Graph Functional Neural Process AISTATS 2024
IntraMix: Intra-Class Mixup Generation for Accurate Labels and Neighbors NIPS 2024
Graph Attention Based Multi-Channel U-Net for Speech Dereverberation With Ad-Hoc Microphone Arrays INTERSPEECH 2024
BLIS-Net: Classifying and Analyzing Signals on Graphs AISTATS 2024
Rethinking Propagation for Unsupervised Graph Domain Adaptation AAAI 2024
Tensor-view Topological Graph Neural Network AISTATS 2024
Are Graph Neural Networks Optimal Approximation Algorithms? NIPS 2024
GreedyViG: Dynamic Axial Graph Construction for Efficient Vision GNNs CVPR 2024
Spoofing Speech Detection by Modeling Local Spectro-Temporal and Long-term Dependency INTERSPEECH 2024
DE-HNN: An effective neural model for Circuit Netlist representation AISTATS 2024
T-NET: Weakly Supervised Graph Learning for Combatting Human Trafficking AAAI 2024
COMBHelper: A Neural Approach to Reduce Search Space for Graph Combinatorial Problems AAAI 2024
DAG-Aware Variational Autoencoder for Social Propagation Graph Generation AAAI 2024
From Coupled Oscillators to Graph Neural Networks: Reducing Over-smoothing via a Kuramoto Model-based Approach AISTATS 2024
Integrating GNN and Neural ODEs for Estimating Non-Reciprocal Two-Body Interactions in Mixed-Species Collective Motion NIPS 2024
Monotone Operator Theory-Inspired Message Passing for Learning Long-Range Interaction on Graphs AISTATS 2024
ECHO-GL: Earnings Calls-Driven Heterogeneous Graph Learning for Stock Movement Prediction AAAI 2024
On the Theoretical Expressive Power and the Design Space of Higher-Order Graph Transformers AISTATS 2024
Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node Injections NIPS 2024
Query-by-Example Keyword Spotting Using Spectral-Temporal Graph Attentive Pooling and Multi-Task Learning INTERSPEECH 2024
Dynamic Weighted Graph Fusion for Deep Multi-View Clustering IJCAI 2024
Contrastive and View-Interaction Structure Learning for Multi-view Clustering IJCAI 2024
On The Temporal Domain of Differential Equation Inspired Graph Neural Networks AISTATS 2024
PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction IJCAI 2024