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Deep Learning
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Graph Neural Networks
4,495 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
MBGRLp: Multiscale Bootstrap Graph Representation Learning on Pointcloud (Student Abstract)
AAAI 2022
A Simplified Benchmark for Ambiguous Explanations of Knowledge Graph Link Prediction Using Relational Graph Convolutional Networks (Student Abstract)
AAAI 2022
MMAN: Metapath Based Multi-Level Graph Attention Networks for Heterogeneous Network Embedding (Student Abstract)
AAAI 2022
Early Forecast of Traffic Accident Impact Based on a Single-Snapshot Observation (Student Abstract)
AAAI 2022
Grad-Align: Gradual Network Alignment via Graph Neural Networks (Student Abstract)
AAAI 2022
Prototype-Based Explanations for Graph Neural Networks (Student Abstract)
AAAI 2022
Hybrid Deep Learning Model for Fake News Detection in Social Networks (Student Abstract)
AAAI 2022
Learning to Evolve on Dynamic Graphs (Student Abstract)
AAAI 2022
Capsule Graph Neural Network for Multi-Label Image Recognition (Student Abstract)
AAAI 2022
An End-to-End Traditional Chinese Medicine Constitution Assessment System Based on Multimodal Clinical Feature Representation and Fusion
AAAI 2022
S+PAGE: A Speaker and Position-Aware Graph Neural Network Model for Emotion Recognition in Conversation
AACL 2022
Food Knowledge Representation Learning with Adversarial Substitution
AACL 2022
Enhancing Financial Table and Text Question Answering with Tabular Graph and Numerical Reasoning
AACL 2022
Improving Graph-Based Text Representations with Character and Word Level N-grams
AACL 2022
Dynamic Schema Graph Fusion Network for Multi-Domain Dialogue State Tracking
ACL 2022
Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment
ACL 2022
Modeling Temporal-Modal Entity Graph for Procedural Multimodal Machine Comprehension
ACL 2022
Tracing Origins: Coreference-aware Machine Reading Comprehension
ACL 2022
Tackling Fake News Detection by Continually Improving Social Context Representations using Graph Neural Networks
ACL 2022
Multi-Modal Sarcasm Detection via Cross-Modal Graph Convolutional Network
ACL 2022
Discrete Opinion Tree Induction for Aspect-based Sentiment Analysis
ACL 2022
Learning from Sibling Mentions with Scalable Graph Inference in Fine-Grained Entity Typing
ACL 2022
Variational Graph Autoencoding as Cheap Supervision for AMR Coreference Resolution
ACL 2022
Enhanced Multi-Channel Graph Convolutional Network for Aspect Sentiment Triplet Extraction
ACL 2022
FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction
ACL 2022
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