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08/15/2023
KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification
Recently, Zero-Shot Node Classification (ZNC) has been an emerging and c...
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04/16/2023
M2GNN: Metapath and Multi-interest Aggregated Graph Neural Network for Tag-based Cross-domain Recommendation
Cross-domain recommendation (CDR) is an effective way to alleviate the d...
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03/01/2023
GUESR: A Global Unsupervised Data-Enhancement with Bucket-Cluster Sampling for Sequential Recommendation
Sequential Recommendation is a widely studied paradigm for learning user...
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09/15/2022
Adaptive Fairness Improvement Based on Causality Analysis
Given a discriminating neural network, the problem of fairness improveme...
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08/24/2022
TESTSGD: Interpretable Testing of Neural Networks Against Subtle Group Discrimination
Discrimination has been shown in many machine learning applications, whi...
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08/16/2022
Mask and Reason: Pre-Training Knowledge Graph Transformers for Complex Logical Queries
Knowledge graph (KG) embeddings have been a mainstream approach for reas...
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08/01/2022
Long Short-Term Preference Modeling for Continuous-Time Sequential Recommendation
Modeling the evolution of user preference is essential in recommender sy...
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05/24/2022
Ensemble Multi-Relational Graph Neural Networks
It is well established that graph neural networks (GNNs) can be interpre...
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05/18/2022
Graph Adaptive Semantic Transfer for Cross-domain Sentiment Classification
Cross-domain sentiment classification (CDSC) aims to use the transferabl...
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03/30/2022
Incorporating Dynamic Semantics into Pre-Trained Language Model for Aspect-based Sentiment Analysis
Aspect-based sentiment analysis (ABSA) predicts sentiment polarity towar...
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01/16/2021
Learning the Implicit Semantic Representation on Graph-Structured Data
Existing representation learning methods in graph convolutional networks...
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03/28/2020
Polarized Reflection Removal with Perfect Alignment in the Wild
We present a novel formulation to removing reflection from polarized ima...
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05/11/2019
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge graphs capture interlinked information between entities and th...
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05/11/2019
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems
Knowledge graphs capture structured information and relations between a ...
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05/11/2019
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommendation
Knowledge graphs capture structured information and relations between a ...
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03/17/2017