recommendation
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- North America > United States > California > Los Angeles County > Long Beach (0.14)
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Cross-links Matter for Link Prediction: Rethinking the Debiased GNN from a Data Perspective Zihan Luo
GNNs to mitigate the bias as well as boost their utility in an end-to-end manner.
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- North America > United States > California > San Francisco County > San Francisco (0.14)
- North America > United States > California > Los Angeles County > Long Beach (0.14)
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Mitigating the Popularity Bias of Graph Collaborative Filtering: A Dimensional Collapse Perspective
Graph Collaborative Filtering (GCF) is widely used in personalized recommendation systems. However, GCF suffers from a fundamental problem where features tend to occupy the embedding space inefficiently (by spanning only a low-dimensional subspace).
Technology: Information Technology > Artificial Intelligence > Representation & Reasoning > Personal Assistant Systems (1.00)
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- Asia > China > Hong Kong (0.04)
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- North America > United States > Virginia > Arlington County > Arlington (0.04)
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Removing Hidden Confounding in Recommendation: A Unified Multi-Task Learning Approach
In recommender systems, the collected data used for training is always subject to selection bias, which poses a great challenge for unbiased learning.
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- Asia > China > Beijing > Beijing (0.04)
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- Europe > Slovenia > Central Slovenia > Municipality of Ljubljana > Ljubljana (0.05)
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- Information Technology > Data Science > Data Mining (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Logic & Formal Reasoning (1.00)
- Information Technology > Artificial Intelligence > Natural Language (1.00)
- Information Technology > Artificial Intelligence > Machine Learning (1.00)
KuaiSim: A Comprehensive Simulator for Recommender Systems
KuaiRand Dataset and compare them against KuaiSim to further assess their performance and behavioral differences.
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- Asia > Myanmar > Tanintharyi Region > Dawei (0.05)
- Asia > China > Hong Kong (0.04)
- North America > Puerto Rico > Peñuelas > Peñuelas (0.04)
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- Information Technology > Data Science (1.00)
- Information Technology > Artificial Intelligence > Representation & Reasoning > Personal Assistant Systems (1.00)
- Information Technology > Human Computer Interaction (0.93)
- Information Technology > Artificial Intelligence > Machine Learning > Neural Networks > Deep Learning (0.93)