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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
Can Graph Neural Networks Count Substructures?
NIPS 2020
Self-supervised Auxiliary Learning with Meta-paths for Heterogeneous Graphs
NIPS 2020
Neural Topic Modeling by Incorporating Document Relationship Graph
EMNLP 2020
Distinguish Confusing Law Articles for Legal Judgment Prediction
ACL 2020
Dependency Graph Enhanced Dual-transformer Structure for Aspect-based Sentiment Classification
ACL 2020
Multimodal Neural Graph Memory Networks for Visual Question Answering
ACL 2020
On Incorporating Structural Information to improve Dialogue Response Generation
ACL 2020
JDD @ FinCausal 2020, Task 2: Financial Document Causality Detection
COLING 2020
Enhancing Cross-target Stance Detection with Transferable Semantic-Emotion Knowledge
ACL 2020
Syntax-Aware Opinion Role Labeling with Dependency Graph Convolutional Networks
ACL 2020
Aspect Sentiment Classification with Document-level Sentiment Preference Modeling
ACL 2020
Graph-to-Tree Learning for Solving Math Word Problems
ACL 2020
Social Network Analysis using RLVECN: Representation Learning via Knowledge-Graph Embeddings and Convolutional Neural-Network
IJCAI 2020
Story Embedding: Learning Distributed Representations of Stories based on Character Networks (Extended Abstract)
IJCAI 2020
Graph Neural Networks Meet Neural-Symbolic Computing: A Survey and Perspective
IJCAI 2020
Multi-View Joint Graph Representation Learning for Urban Region Embedding
IJCAI 2020
Neighbor Combinatorial Attention for Critical Structure Mining
IJCAI 2020
Multi-Class Imbalanced Graph Convolutional Network Learning
IJCAI 2020
Collaboration Based Multi-Label Propagation for Fraud Detection
IJCAI 2020
GraphSleepNet: Adaptive Spatial-Temporal Graph Convolutional Networks for Sleep Stage Classification
IJCAI 2020
MR-GCN: Multi-Relational Graph Convolutional Networks based on Generalized Tensor Product
IJCAI 2020
Graph Neural News Recommendation with Unsupervised Preference Disentanglement
ACL 2020
Discourse-Aware Neural Extractive Text Summarization
ACL 2020
LogicalFactChecker: Leveraging Logical Operations for Fact Checking with Graph Module Network
ACL 2020
Heterogeneous Graph Transformer for Graph-to-Sequence Learning
ACL 2020
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