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12/01/2022
Privacy-Preserving Data Synthetisation for Secure Information Sharing
We can protect user data privacy via many approaches, such as statistica...
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10/17/2022
Understanding CNN Fragility When Learning With Imbalanced Data
Convolutional neural networks (CNNs) have achieved impressive results on...
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10/12/2022
Boosting Graph Neural Networks via Adaptive Knowledge Distillation
Graph neural networks (GNNs) have shown remarkable performance on divers...
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10/11/2022
Linkless Link Prediction via Relational Distillation
Graph Neural Networks (GNNs) have been widely used on graph data and hav...
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07/18/2022
RESAM: Requirements Elicitation and Specification for Deep-Learning Anomaly Models with Applications to UAV Flight Controllers
CyberPhysical systems (CPS) must be closely monitored to identify and po...
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07/13/2022
Towards A Holistic View of Bias in Machine Learning: Bridging Algorithmic Fairness and Imbalanced Learning
Machine learning (ML) is playing an increasingly important role in rende...
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07/13/2022
Efficient Augmentation for Imbalanced Deep Learning
Deep learning models memorize training data, which hurts their ability t...
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03/12/2020
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning
Path-based relational reasoning over knowledge graphs has become increas...
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02/10/2020
Representation Learning on Variable Length and Incomplete Wearable-Sensory Time Series
The prevalence of wearable sensors (e.g., smart wristband) is enabling a...
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12/07/2018
LNEMLC: Label Network Embeddings for Multi-Label Classification
Multi-label classification aims to classify instances with discrete non-...
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12/07/2018
LNEMLC: Label Network Embeddings for Multi-Label Classifiation
Multi-label classification aims to classify instances with discrete non-...
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02/13/2018
Neural Tensor Factorization
Neural collaborative filtering (NCF) and recurrent recommender systems (...
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09/21/2017
Influence of Personal Preferences on Link Dynamics in Social Networks
We study a unique network dataset including periodic surveys and electro...
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04/14/2014