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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Equivariant message passing for the prediction of tensorial properties and molecular spectra ICML 2021
E(n) Equivariant Graph Neural Networks ICML 2021
GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training ICML 2021
Directional Graph Networks ICML 2021
A Unified Framework for Spectral Clustering in Sparse Graphs JMLR 2021
On the Estimation of Network Complexity: Dimension of Graphons JMLR 2021
Determining the Number of Communities in Degree-corrected Stochastic Block Models JMLR 2021
Fine-grained Information Extraction from Biomedical Literature based on Knowledge-enriched Abstract Meaning Representation ACL 2021
MagNet: A Neural Network for Directed Graphs NIPS 2021
Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge EMNLP 2021
Building the Directed Semantic Graph for Coherent Long Text Generation EMNLP 2021
Iterative GNN-based Decoder for Question Generation EMNLP 2021
Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer EMNLP 2021
Knowledge-Aware Graph-Enhanced GPT-2 for Dialogue State Tracking EMNLP 2021
Time-dependent Entity Embedding is not All You Need: A Re-evaluation of Temporal Knowledge Graph Completion Models under a Unified Framework EMNLP 2021
Deep Attention Diffusion Graph Neural Networks for Text Classification EMNLP 2021
An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction EMNLP 2021
Cross-lingual Transfer for Text Classification with Dictionary-based Heterogeneous Graph EMNLP 2021
A Neural Graph-based Local Coherence Model EMNLP 2021
Effective Use of Graph Convolution Network and Contextual Sub-Tree for Commodity News Event Extraction EMNLP 2021
Graph Reasoning with Context-Aware Linearization for Interpretable Fact Extraction and Verification EMNLP 2021
Process-Level Representation of Scientific Protocols with Interactive Annotation EACL 2021
Bi-GCN: Binary Graph Convolutional Network CVPR 2021
Hybrid Message Passing With Performance-Driven Structures for Facial Action Unit Detection CVPR 2021
Roof-GAN: Learning To Generate Roof Geometry and Relations for Residential Houses CVPR 2021