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06/10/2022
How Much is Enough? A Study on Diffusion Times in Score-based Generative Models
Score-based diffusion models are a class of generative models whose dyna...
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02/28/2022
Quality Monitoring and Assessment of Deployed Deep Learning Models for Network AIOps
Artificial Intelligence (AI) has recently attracted a lot of attention, ...
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02/11/2022
A Lightweight, Efficient and Explainable-by-Design Convolutional Neural Network for Internet Traffic Classification
Traffic classification, i.e. the identification of the type of applicati...
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07/13/2021
Thinkback: Task-SpecificOut-of-Distribution Detection
The increased success of Deep Learning (DL) has recently sparked large-s...
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07/09/2021
A First Look at Class Incremental Learning in Deep Learning Mobile Traffic Classification
The recent popularity growth of Deep Learning (DL) re-ignited the intere...
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04/07/2021
Deep Learning and Traffic Classification: Lessons learned from a commercial-grade dataset with hundreds of encrypted and zero-day applications
The increasing success of Machine Learning (ML) and Deep Learning (DL) h...
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11/12/2020