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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
A Provable Framework of Learning Graph Embeddings via Summarization
AAAI 2023
HG-SL: Jointly Learning of Global and Local User Spreading Behavior for Fake News Early Detection
AAAI 2023
Robust Causal Graph Representation Learning against Confounding Effects
AAAI 2023
Self-Supervised Bidirectional Learning for Graph Matching
AAAI 2023
PINAT: A Permutation INvariance Augmented Transformer for NAS Predictor
AAAI 2023
Neighbor Contrastive Learning on Learnable Graph Augmentation
AAAI 2023
Heterogeneous Graph Masked Autoencoders
AAAI 2023
RSC: Accelerate Graph Neural Networks Training via Randomized Sparse Computations
ICML 2023
Wasserstein Graph Distance Based on L1–Approximated Tree Edit Distance between Weisfeiler–Lehman Subtrees
AAAI 2023
Learning from the Wisdom of Crowds: Exploiting Similar Sessions for Session Search
AAAI 2023
Detecting Anomalous Networks of Opioid Prescribers and Dispensers in Prescription Drug Data
AAAI 2023
DropMessage: Unifying Random Dropping for Graph Neural Networks
AAAI 2023
Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling
AAAI 2023
Interpreting Unfairness in Graph Neural Networks via Training Node Attribution
AAAI 2023
Dink-Net: Neural Clustering on Large Graphs
ICML 2023
Graph Mixup with Soft Alignments
ICML 2023
Social Relation Reasoning Based on Triangular Constraints
AAAI 2023
Context-Aware Safe Medication Recommendations with Molecular Graph and DDI Graph Embedding
AAAI 2023
A Data Source for Reasoning Embodied Agents
AAAI 2023
Relation-Aware Language-Graph Transformer for Question Answering
AAAI 2023
A Graph Fusion Approach for Cross-Lingual Machine Reading Comprehension
AAAI 2023
Neighbor Auto-Grouping Graph Neural Networks for Handover Parameter Configuration in Cellular Network
AAAI 2023
Interpretable Chirality-Aware Graph Neural Network for Quantitative Structure Activity Relationship Modeling in Drug Discovery
AAAI 2023
Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction
AAAI 2023
Improving Interpretability via Explicit Word Interaction Graph Layer
AAAI 2023
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