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01/09/2023
On the challenges to learn from Natural Data Streams
In real-world contexts, sometimes data are available in form of Natural ...
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01/06/2023
Architect, Regularize and Replay (ARR): a Flexible Hybrid Approach for Continual Learning
In recent years we have witnessed a renewed interest in machine learning...
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04/12/2022
Generative Negative Replay for Continual Learning
Learning continually is a key aspect of intelligence and a necessary abi...
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12/06/2021
Is Class-Incremental Enough for Continual Learning?
The ability of a model to learn continually can be empirically assessed ...
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05/24/2021
Continual Learning at the Edge: Real-Time Training on Smartphone Devices
On-device training for personalized learning is a challenging research p...
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04/26/2020