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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
Cross-View Contrastive Fusion for Enhanced Molecular Property Prediction
IJCAI 2024
FlowerFormer: Empowering Neural Architecture Encoding using a Flow-aware Graph Transformer
CVPR 2024
Object Dynamics Modeling with Hierarchical Point Cloud-based Representations
CVPR 2024
XFibrosis: Explicit Vessel-Fiber Modeling for Fibrosis Staging from Liver Pathology Images
CVPR 2024
Domain Separation Graph Neural Networks for Saliency Object Ranking
CVPR 2024
Composing Object Relations and Attributes for Image-Text Matching
CVPR 2024
Relation Rectification in Diffusion Model
CVPR 2024
Multiple Knowledge-Enhanced Interactive Graph Network for Multimodal Conversational Emotion Recognition
EMNLP 2024
XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs
EMNLP 2024
OpenGraph: Towards Open Graph Foundation Models
EMNLP 2024
InsertGNN: A Hierarchical Graph Neural Network for the TOEFL Sentence Insertion Problem
EMNLP 2024
Transferability of Syntax-Aware Graph Neural Networks in Zero-Shot Cross-Lingual Semantic Role Labeling
EMNLP 2024
Unleashing the Power of Emojis in Texts via Self-supervised Graph Pre-Training
EMNLP 2024
Bridging Local Details and Global Context in Text-Attributed Graphs
EMNLP 2024
Message Passing on Semantic-Anchor-Graphs for Fine-grained Emotion Representation Learning and Classification
EMNLP 2024
An Experimental Analysis on Evaluating Patent Citations
EMNLP 2024
DynaSemble: Dynamic Ensembling of Textual and Structure-Based Models for Knowledge Graph Completion
ACL 2024
Hypergraph based Understanding for Document Semantic Entity Recognition
ACL 2024
GADePo: Graph-Assisted Declarative Pooling Transformers for Document-Level Relation Extraction
ACL 2024
DMIN: A Discourse-specific Multi-granularity Integration Network for Conversational Aspect-based Sentiment Quadruple Analysis
ACL 2024
A Unified Joint Approach with Topological Context Learning and Rule Augmentation for Knowledge Graph Completion
ACL 2024
Sparse Multi-Relational Graph Convolutional Network for Multi-type Object Trajectory Prediction
IJCAI 2024
Dynamic Weighted Graph Fusion for Deep Multi-View Clustering
IJCAI 2024
Contrastive and View-Interaction Structure Learning for Multi-view Clustering
IJCAI 2024
PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction
IJCAI 2024
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