research
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07/05/2023
Zero-Shot Neural Architecture Search: Challenges, Solutions, and Opportunities
Recently, zero-shot (or training-free) Neural Architecture Search (NAS) ...
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05/13/2023
TIPS: Topologically Important Path Sampling for Anytime Neural Networks
Anytime neural networks (AnytimeNNs) are a promising solution to adaptiv...
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01/26/2023
ZiCo: Zero-shot NAS via Inverse Coefficient of Variation on Gradients
Neural Architecture Search (NAS) is widely used to automatically design ...
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01/01/2023
Efficient On-device Training via Gradient Filtering
Despite its importance for federated learning, continuous learning and m...
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08/01/2021