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Deep Learning
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Graph Neural Networks
4495 directly classified papers
Papers per year
2006: 3
2009: 1
2010: 1
2011: 3
2012: 6
2013: 4
2014: 3
2015: 2
2016: 13
2017: 23
2018: 60
2019: 347
2020: 504
2021: 663
2022: 625
2023: 714
2024: 676
2025: 528
2026: 319
Papers
Exponential Quantum Communication Advantage in Distributed Inference and Learning
NIPS 2024
Supra-Laplacian Encoding for Transformer on Dynamic Graphs
NIPS 2024
Online Relational Inference for Evolving Multi-agent Interacting Systems
NIPS 2024
How Does Message Passing Improve Collaborative Filtering?
NIPS 2024
UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems
NIPS 2024
Learning Representations for Hierarchies with Minimal Support
NIPS 2024
Enhancing Chess Reinforcement Learning with Graph Representation
NIPS 2024
Learning Cooperative Trajectory Representations for Motion Forecasting
NIPS 2024
DEL: Discrete Element Learner for Learning 3D Particle Dynamics with Neural Rendering
NIPS 2024
GraphMETRO: Mitigating Complex Graph Distribution Shifts via Mixture of Aligned Experts
NIPS 2024
Spiking Graph Neural Network on Riemannian Manifolds
NIPS 2024
GraphCroc: Cross-Correlation Autoencoder for Graph Structural Reconstruction
NIPS 2024
Directed Hypergraph Representation Learning for Link Prediction
AISTATS 2024
Auditory Spatial Attention Detection Based on Feature Disentanglement and Brain Connectivity-Informed Graph Neural Networks
INTERSPEECH 2024
DGPN: A Dual Graph Prototypical Network for Few-Shot Speech Spoofing Algorithm Recognition
INTERSPEECH 2024
Multi-label Bird Species Classification from Field Recordings using Mel_Graph-GCN Framework
INTERSPEECH 2024
On the Power of Small-size Graph Neural Networks for Linear Programming
NIPS 2024
Fast Tree-Field Integrators: From Low Displacement Rank to Topological Transformers
NIPS 2024
Graph Convolutions Enrich the Self-Attention in Transformers!
NIPS 2024
GDeR: Safeguarding Efficiency, Balancing, and Robustness via Prototypical Graph Pruning
NIPS 2024
An End-To-End Graph Attention Network Hashing for Cross-Modal Retrieval
NIPS 2024
GLiDR: Topologically Regularized Graph Generative Network for Sparse LiDAR Point Clouds
CVPR 2024
VS: Reconstructing Clothed 3D Human from Single Image via Vertex Shift
CVPR 2024
SignGraph: A Sign Sequence is Worth Graphs of Nodes
CVPR 2024
Image Processing GNN: Breaking Rigidity in Super-Resolution
CVPR 2024
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