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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
GSDNet: Revisiting Incomplete Multimodality-Diffusion Emotion Recognition from the Perspective of Graph Spectrum
IJCAI 2025
HA-SCN: Learning Hierarchical Aligned Subtree Convolutional Networks for Graph Classification
IJCAI 2025
An Association-based Fusion Method for Speech Enhancement
IJCAI 2025
Advancing Community Detection with Graph Convolutional Neural Networks: Bridging Topological and Attributive Cohesion
IJCAI 2025
Can LLMs Convert Graphs to Text-Attributed Graphs?
NAACL 2025
GraphLSS: Integrating Lexical, Structural, and Semantic Features for Long Document Extractive Summarization
NAACL 2025
EmoDynamiX: Emotional Support Dialogue Strategy Prediction by Modelling MiXed Emotions and Discourse Dynamics
NAACL 2025
Text-Attributed Graph Learning with Coupled Augmentations
COLING 2025
Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum
AAAI 2025
Multi-Modal Entities Matter: Benchmarking Multi-Modal Entity Alignment
COLING 2025
GLoCIM: Global-view Long Chain Interest Modeling for news recommendation
COLING 2025
Exploring Large Language Models for Effective Rumor Detection on Social Media
NAACL 2025
Heterogeneous Temporal Hypergraph Neural Network
IJCAI 2025
Automated Decision-Making on Networks with LLMs through Knowledge-Guided Evolution
IJCAI 2025
Enhancing Long-range Dependency with State Space Model and Kolmogorov-Arnold Networks for Aspect-based Sentiment Analysis
COLING 2025
Acquired TASTE: Multimodal Stance Detection with Textual and Structural Embeddings
COLING 2025
Inductive Link Prediction in N-ary Knowledge Graphs
COLING 2025
Cross-Lingual Knowledge Projection and Knowledge Enhancement for Zero-Shot Question Answering in Low-Resource Languages
COLING 2025
MGM: Global Understanding of Audience Overlap Graphs for Predicting the Factuality and the Bias of News Media
NAACL 2025
AutoParLLM: GNN-guided Context Generation for Zero-Shot Code Parallelization using LLMs
NAACL 2025
Detecting Sexism in Tweets: A Sentiment Analysis and Graph Neural Network Approach
NAACL 2025
LegalSeg: Unlocking the Structure of Indian Legal Judgments Through Rhetorical Role Classification
NAACL 2025
MGCA-Net: Multi-Graph Contextual Attention Network for Two-View Correspondence Learning
IJCAI 2025
AKBR: Learning Adaptive Kernel-based Representations for Graph Classification
IJCAI 2025
Multi-Graph Co-Training for Capturing User Intent in Session-based Recommendation
COLING 2025
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