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04/28/2023
Imbalanced Node Classification Beyond Homophilic Assumption
Imbalanced node classification widely exists in real-world networks wher...
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02/23/2023
EfficientFace: An Efficient Deep Network with Feature Enhancement for Accurate Face Detection
In recent years, deep convolutional neural networks (CNN) have significa...
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08/03/2022
SpanDrop: Simple and Effective Counterfactual Learning for Long Sequences
Distilling supervision signal from a long sequence to make predictions i...
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03/01/2022
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs
Question answering over temporal knowledge graphs (KGs) efficiently uses...
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03/12/2021
Graph Ensemble Learning over Multiple Dependency Trees for Aspect-level Sentiment Classification
Recent work on aspect-level sentiment classification has demonstrated th...
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01/15/2021
Ensemble Learning Based Classification Algorithm Recommendation
Recommending appropriate algorithms to a classification problem is one o...
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09/29/2020
Direct Multi-hop Attention based Graph Neural Network
Introducing self-attention mechanism in graph neural networks (GNNs) ach...
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09/19/2020
Inductive Learning on Commonsense Knowledge Graph Completion
Commonsense knowledge graph (CKG) is a special type of knowledge graph (...
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08/27/2020
Entity and Evidence Guided Relation Extraction for DocRED
Document-level relation extraction is a challenging task which requires ...
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11/09/2019
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
Translational distance-based knowledge graph embedding has shown progres...
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11/01/2019
Select, Answer and Explain: Interpretable Multi-hop Reading Comprehension over Multiple Documents
Interpretable multi-hop reading comprehension (RC) over multiple documen...
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10/25/2019
Improving Graph Attention Networks with Large Margin-based Constraints
Graph Attention Networks (GATs) are the state-of-the-art neural architec...
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10/24/2019
Selective Attention Based Graph Convolutional Networks for Aspect-Level Sentiment Classification
Aspect-level sentiment classification aims to identify the sentiment pol...
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05/17/2019