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Graph Neural Networks

4,495 papers

Papers per year

Papers

Effective Token Graph Modeling using a Novel Labeling Strategy for Structured Sentiment Analysis ACL 2022
Graph Enhanced Contrastive Learning for Radiology Findings Summarization ACL 2022
KG-FiD: Infusing Knowledge Graph in Fusion-in-Decoder for Open-Domain Question Answering ACL 2022
HeterMPC: A Heterogeneous Graph Neural Network for Response Generation in Multi-Party Conversations ACL 2022
A Neural Network Architecture for Program Understanding Inspired by Human Behaviors ACL 2022
An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism ACL 2022
WLASL-LEX: a Dataset for Recognising Phonological Properties in American Sign Language ACL 2022
GNNer: Reducing Overlapping in Span-based NER Using Graph Neural Networks ACL 2022
CogKGE: A Knowledge Graph Embedding Toolkit and Benchmark for Representing Multi-source and Heterogeneous Knowledge ACL 2022
Learning and Evaluating Character Representations in Novels ACL 2022
Multi-Granularity Semantic Aware Graph Model for Reducing Position Bias in Emotion Cause Pair Extraction ACL 2022
Graph Neural Networks for Multiparallel Word Alignment ACL 2022
Combining (Second-Order) Graph-Based and Headed-Span-Based Projective Dependency Parsing ACL 2022
Learning Reasoning Patterns for Relational Triple Extraction with Mutual Generation of Text and Graph ACL 2022
BiSyn-GAT+: Bi-Syntax Aware Graph Attention Network for Aspect-based Sentiment Analysis ACL 2022
Graph Refinement for Coreference Resolution ACL 2022
Structural Supervision for Word Alignment and Machine Translation ACL 2022
Memory-aligned Knowledge Graph for Clinically Accurate Radiology Image Report Generation ACL 2022
Graph-combined Coreference Resolution Methods on Conversational Machine Reading Comprehension with Pre-trained Language Model ACL 2022
Heterogeneous-Graph Reasoning and Fine-Grained Aggregation for Fact Checking ACL 2022
Temporal aware Multi-Interest Graph Neural Network for Session-based Recommendation ACML 2022
Graph annotation generative adversarial networks ACML 2022
A Novel Graph Aggregation Method Based on Feature Distribution Around Each Ego-node for Heterophily ACML 2022
Layer-wise Adaptive Graph Convolution Networks Using Generalized Pagerank ACML 2022
CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks AISTATS 2022