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09/02/2021
NASI: Label- and Data-agnostic Neural Architecture Search at Initialization
Recent years have witnessed a surging interest in Neural Architecture Se...
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07/05/2021
ARM-Net: Adaptive Relation Modeling Network for Structured Data
Relational databases are the de facto standard for storing and querying ...
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08/14/2020
Privacy Preserving Vertical Federated Learning for Tree-based Models
Federated learning (FL) is an emerging paradigm that enables multiple or...
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03/24/2020
TRACER: A Framework for Facilitating Accurate and Interpretable Analytics for High Stakes Applications
In high stakes applications such as healthcare and finance analytics, th...
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03/16/2020
GraphTCN: Spatio-Temporal Interaction Modeling for Human Trajectory Prediction
Trajectory prediction is a fundamental and challenging task to forecast ...
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09/20/2019
Understanding Architectures Learnt by Cell-based Neural Architecture Search
Neural architecture search (NAS) generates architectures automatically f...
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09/06/2019
The Disruptions of 5G on Data-driven Technologies and Applications
With 5G on the verge of being adopted as the next mobile network, there ...
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05/13/2019
ISBNet: Instance-aware Selective Branching Network
Recent years have witnessed growing interests in designing efficient neu...
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04/06/2019
Effective and Efficient Dropout for Deep Convolutional Neural Networks
Machine-learning-based data-driven applications have become ubiquitous, ...
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04/03/2019