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Deep Learning
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Architectures
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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
Directed Acyclic Graph Network for Conversational Emotion Recognition
ACL 2021
A Joint Model for Dropped Pronoun Recovery and Conversational Discourse Parsing in Chinese Conversational Speech
ACL 2021
Integrating Semantics and Neighborhood Information with Graph-Driven Generative Models for Document Retrieval
ACL 2021
LGESQL: Line Graph Enhanced Text-to-SQL Model with Mixed Local and Non-Local Relations
ACL 2021
Modeling Transitions of Focal Entities for Conversational Knowledge Base Question Answering
ACL 2021
Position Bias Mitigation: A Knowledge-Aware Graph Model for Emotion Cause Extraction
ACL 2021
Towards Propagation Uncertainty: Edge-enhanced Bayesian Graph Convolutional Networks for Rumor Detection
ACL 2021
Label-Specific Dual Graph Neural Network for Multi-Label Text Classification
ACL 2021
ABCD: A Graph Framework to Convert Complex Sentences to a Covering Set of Simple Sentences
ACL 2021
Psycholinguistic Tripartite Graph Network for Personality Detection
ACL 2021
Dependency-driven Relation Extraction with Attentive Graph Convolutional Networks
ACL 2021
How Knowledge Graph and Attention Help? A Qualitative Analysis into Bag-level Relation Extraction
ACL 2021
Knowledge-Enriched Event Causality Identification via Latent Structure Induction Networks
ACL 2021
Reasoning over Entity-Action-Location Graph for Procedural Text Understanding
ACL 2021
BASS: Boosting Abstractive Summarization with Unified Semantic Graph
ACL 2021
Dual Graph Convolutional Networks for Aspect-based Sentiment Analysis
ACL 2021
Multi-hop Graph Convolutional Network with High-order Chebyshev Approximation for Text Reasoning
ACL 2021
Enhancing Entity Boundary Detection for Better Chinese Named Entity Recognition
ACL 2021
ROPE: Reading Order Equivariant Positional Encoding for Graph-based Document Information Extraction
ACL 2021
TIMERS: Document-level Temporal Relation Extraction
ACL 2021
Cross-lingual Text Classification with Heterogeneous Graph Neural Network
ACL 2021
Efficient Text-based Reinforcement Learning by Jointly Leveraging State and Commonsense Graph Representations
ACL 2021
Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity Recognition
ACL 2021
Unsupervised Cross-Domain Prerequisite Chain Learning using Variational Graph Autoencoders
ACL 2021
CRSLab: An Open-Source Toolkit for Building Conversational Recommender System
ACL 2021
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