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Methodology
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Machine Learning
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Graph Neural Networks
1127 directly classified papers
Papers per year
2006: 2
2008: 1
2009: 2
2010: 3
2011: 2
2012: 6
2013: 7
2014: 5
2015: 2
2016: 7
2017: 8
2018: 16
2019: 62
2020: 133
2021: 139
2022: 175
2023: 196
2024: 192
2025: 168
2026: 1
Papers
Graph Ordering Attention Networks
AAAI 2023
Relation-Aware Question Answering for Heterogeneous Knowledge Graphs
EMNLP 2023
Attribute and Structure Preserving Graph Contrastive Learning
AAAI 2023
IM-TQA: A Chinese Table Question Answering Dataset with Implicit and Multi-type Table Structures
ACL 2023
Error Detection for Text-to-SQL Semantic Parsing
EMNLP 2023
Learning Decomposed Spatial Relations for Multi-Variate Time-Series Modeling
AAAI 2023
Towards Complex Scenarios: Building End-to-End Task-Oriented Dialogue System across Multiple Knowledge Bases
AAAI 2023
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs
EMNLP 2023
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local Level
ACL 2023
Wasserstein Graph Distance Based on L1–Approximated Tree Edit Distance between Weisfeiler–Lehman Subtrees
AAAI 2023
Differentiable Meta Multigraph Search with Partial Message Propagation on Heterogeneous Information Networks
AAAI 2023
Dual Low-Rank Graph Autoencoder for Semantic and Topological Networks
AAAI 2023
Aspect-Category Enhanced Learning with a Neural Coherence Model for Implicit Sentiment Analysis
EMNLP 2023
Beyond Graph Convolutional Network: An Interpretable Regularizer-Centered Optimization Framework
AAAI 2023
Interpretable Chirality-Aware Graph Neural Network for Quantitative Structure Activity Relationship Modeling in Drug Discovery
AAAI 2023
A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs
EMNLP 2023
TopicFM: Robust and Interpretable Topic-Assisted Feature Matching
AAAI 2023
Heterogeneous Graph Learning for Multi-Modal Medical Data Analysis
AAAI 2023
Topological Pooling on Graphs
AAAI 2023
“A Tale of Two Movements’: Identifying and Comparing Perspectives in #BlackLivesMatter and #BlueLivesMatter Movements-related Tweets using Weakly Supervised Graph-based Structured Prediction
EMNLP 2023
Joint Constrained Learning with Boundary-adjusting for Emotion-Cause Pair Extraction
ACL 2023
Towards Enhancing Relational Rules for Knowledge Graph Link Prediction
EMNLP 2023
DiSCoMaT: Distantly Supervised Composition Extraction from Tables in Materials Science Articles
ACL 2023
Context-Aware Safe Medication Recommendations with Molecular Graph and DDI Graph Embedding
AAAI 2023
Scaling Up Dynamic Graph Representation Learning via Spiking Neural Networks
AAAI 2023
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