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Methodology
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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
Deep Geometric Functional Maps: Robust Feature Learning for Shape Correspondence
CVPR 2020
Motif-Matching Based Subgraph-Level Attentional Convolutional Network for Graph Classification
AAAI 2020
EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs
AAAI 2020
Cut-Based Graph Learning Networks to Discover Compositional Structure of Sequential Video Data
AAAI 2020
Graph-Hist: Graph Classification from Latent Feature Histograms with Application to Bot Detection
AAAI 2020
Online Planner Selection with Graph Neural Networks and Adaptive Scheduling
AAAI 2020
Memory Augmented Graph Neural Networks for Sequential Recommendation
AAAI 2020
Self-Supervised Learning of Scene-Graph Representations for Robotic Sequential Manipulation Planning
CORL 2020
Distributed Representations for Arithmetic Word Problems
AAAI 2020
Relation Extraction with Convolutional Network over Learnable Syntax-Transport Graph
AAAI 2020
Learning Signed Network Embedding via Graph Attention
AAAI 2020
Proximity Preserving Binary Code Using Signed Graph-Cut
AAAI 2020
Hindi-English Hate Speech Detection: Author Profiling, Debiasing, and Practical Perspectives
AAAI 2020
Graph-Driven Generative Models for Heterogeneous Multi-Task Learning
AAAI 2020
Effective Decoding in Graph Auto-Encoder Using Triadic Closure
AAAI 2020
Bursting the Filter Bubble: Fairness-Aware Network Link Prediction
AAAI 2020
Generating Realistic Stock Market Order Streams
AAAI 2020
Knowledge Graph Alignment Network with Gated Multi-Hop Neighborhood Aggregation
AAAI 2020
COTSAE: CO-Training of Structure and Attribute Embeddings for Entity Alignment
AAAI 2020
Estimating Early Fundraising Performance of Innovations via Graph-Based Market Environment Model
AAAI 2020
Modality to Modality Translation: An Adversarial Representation Learning and Graph Fusion Network for Multimodal Fusion
AAAI 2020
Generalization and Representational Limits of Graph Neural Networks
ICML 2020
Combining Differentiable PDE Solvers and Graph Neural Networks for Fluid Flow Prediction
ICML 2020
Scalable Deep Generative Modeling for Sparse Graphs
ICML 2020
Generalizable Resource Allocation in Stream Processing via Deep Reinforcement Learning
AAAI 2020
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