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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
Exploiting Emotion-Semantic Correlations for Empathetic Response Generation
EMNLP 2023
Bipartite Graph Pre-training for Unsupervised Extractive Summarization with Graph Convolutional Auto-Encoders
EMNLP 2023
ReLM: Leveraging Language Models for Enhanced Chemical Reaction Prediction
EMNLP 2023
Intra-Event and Inter-Event Dependency-Aware Graph Network for Event Argument Extraction
EMNLP 2023
DepWiGNN: A Depth-wise Graph Neural Network for Multi-hop Spatial Reasoning in Text
EMNLP 2023
Inductive Relation Inference of Knowledge Graph Enhanced by Ontology Information
EMNLP 2023
RECAL: Sample-Relation Guided Confidence Calibration over Tabular Data
EMNLP 2023
TabPrompt: Graph-based Pre-training and Prompting for Few-shot Table Understanding
EMNLP 2023
Unleashing the Power of Language Models in Text-Attributed Graph
EMNLP 2023
Connecting the Dots: What Graph-Based Text Representations Work Best for Text Classification using Graph Neural Networks?
EMNLP 2023
Identifying Conspiracy Theories News based on Event Relation Graph
EMNLP 2023
Dynamic Open-book Prompt for Conversational Recommender System
EMNLP 2023
Towards Enhancing Relational Rules for Knowledge Graph Link Prediction
EMNLP 2023
Who is Speaking? Speaker-Aware Multiparty Dialogue Act Classification
EMNLP 2023
Pretraining Language Models with Text-Attributed Heterogeneous Graphs
EMNLP 2023
A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs
EMNLP 2023
A Structure-Aware Generative Adversarial Network for Bilingual Lexicon Induction
EMNLP 2023
Aspect-to-Scope Oriented Multi-view Contrastive Learning for Aspect-based Sentiment Analysis
EMNLP 2023
GRI: Graph-based Relative Isomorphism of Word Embedding Spaces
EMNLP 2023
Error Detection for Text-to-SQL Semantic Parsing
EMNLP 2023
HFMRE: Constructing Huffman Tree in Bags to Find Excellent Instances for Distantly Supervised Relation Extraction
EMNLP 2023
Dialogue Medical Information Extraction with Medical-Item Graph and Dialogue-Status Enriched Representation
EMNLP 2023
Task-Aware Self-Supervised Framework for Dialogue Discourse Parsing
EMNLP 2023
Learning Dynamic Representations for Discourse Dependency Parsing
EMNLP 2023
One-Model-Connects-All: A Unified Graph Pre-Training Model for Online Community Modeling
EMNLP 2023
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