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08/20/2023
A Comprehensive Empirical Evaluation on Online Continual Learning
Online continual learning aims to get closer to a live learning experien...
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06/16/2023
Studying Generalization on Memory-Based Methods in Continual Learning
One of the objectives of Continual Learning is to learn new concepts con...
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01/29/2023
Continual Learning for Predictive Maintenance: Overview and Challenges
Machine learning techniques have become one of the main propellers for s...
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01/26/2023
Class-Incremental Learning with Repetition
Real-world data streams naturally include the repetition of previous con...
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12/09/2022
PIVOT: Prompting for Video Continual Learning
Modern machine learning pipelines are limited due to data availability, ...
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10/03/2022
How Relevant is Selective Memory Population in Lifelong Language Learning?
Lifelong language learning seeks to have models continuously learn multi...
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07/07/2022
A Study on the Predictability of Sample Learning Consistency
Curriculum Learning is a powerful training method that allows for faster...
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07/04/2022
It's all About Consistency: A Study on Memory Composition for Replay-Based Methods in Continual Learning
Continual Learning methods strive to mitigate Catastrophic Forgetting (C...
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04/18/2022
Entropy-based Stability-Plasticity for Lifelong Learning
The ability to continuously learn remains elusive for deep learning mode...
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08/02/2021
Sequoia: A Software Framework to Unify Continual Learning Research
The field of Continual Learning (CL) seeks to develop algorithms that ac...
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06/09/2021