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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Beyond Scaling: Predicting Patent Approval with Domain-specific Fine-grained Claim Dependency Graph ACL 2024
Second-Order Graph ODEs for Multi-Agent Trajectory Forecasting WACV 2024
PyGOD: A Python Library for Graph Outlier Detection JMLR 2024
Topological Node2vec: Enhanced Graph Embedding via Persistent Homology JMLR 2024
Pygmtools: A Python Graph Matching Toolkit JMLR 2024
Subgraph Pooling: Tackling Negative Transfer on Graphs IJCAI 2024
DGA-GNN: Dynamic Grouping Aggregation GNN for Fraud Detection AAAI 2024
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction ACL 2024
Hypergraph based Understanding for Document Semantic Entity Recognition ACL 2024
Dynamic Graph Representation with Knowledge-aware Attention for Histopathology Whole Slide Image Analysis CVPR 2024
$\textit{NeuroPath}$: A Neural Pathway Transformer for Joining the Dots of Human Connectomes NIPS 2024
Random Walk Conformer: Learning Graph Representation from Long and Short Range AAAI 2023
Substructure Aware Graph Neural Networks AAAI 2023
Learning Causal Effects on Hypergraphs (Extended Abstract) IJCAI 2023
Global Concept-Based Interpretability for Graph Neural Networks via Neuron Analysis AAAI 2023
Data Imputation with Iterative Graph Reconstruction AAAI 2023
Adversarial Weight Perturbation Improves Generalization in Graph Neural Networks AAAI 2023
Neighborhood-Regularized Self-Training for Learning with Few Labels AAAI 2023
Joint Constrained Learning with Boundary-adjusting for Emotion-Cause Pair Extraction ACL 2023
Neighbor Contrastive Learning on Learnable Graph Augmentation AAAI 2023
Probing Graph Representations AISTATS 2023
Federated Learning on Non-IID Graphs via Structural Knowledge Sharing AAAI 2023
Graphix-T5: Mixing Pre-trained Transformers with Graph-Aware Layers for Text-to-SQL Parsing AAAI 2023
IM-TQA: A Chinese Table Question Answering Dataset with Implicit and Multi-type Table Structures ACL 2023
Characterizing Polarization in Social Networks using the Signed Relational Latent Distance Model AISTATS 2023