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A practical guide to streaming continual learning

delete2026-02-03
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PRE
AI
A
Andrea Cossu
F
Federico Giannini
G
Giacomo Ziffer
A
Alessio Bernardo
A
Alexander Gepperth
E
Emanuele Della Valle
B
Barbara Hammer
D
Davide Bacciu
DOI:10.1016/j.neucom.2026.132951delete
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Abstract

Abstract

En 中文
• We provide a short background on Streaming Machine Learning (SML) and Continual Learning (CL), highlighting their similarities and differences. • We define the Streaming Continual Learning (SCL) scenario, which offers the opportunity to merge ideas from CL and SML into a unified paradigm. • We conduct an empirical evaluation showcasing the need for Streaming Continual Learning (SCL).

Journal

Neurocomputing cover
Neurocomputing
IF:
6.5
Papers:
2.5W
Citations:
6.5W

Organization

B
Bielefeld University
Scholars:
462
Papers: 228
Citations: 6.7K
D
deib, politecnico di milano
Scholars:
6
Papers: 4
Citations: 0
F
Fulda University of Applied Sciences
Scholars:
13
Papers: 10
Citations: 227
M
motus ml
Scholars:
1
Papers: 1
Citations: 0
U
University of Pisa
Scholars:
3.1W
Papers: 2.4W
Citations: 2.4W
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Cited Papers

Cited Papers

Continual learning for robotics: Definition, framework, learning strategies, opportunities and challenges
err2020-06-01
err260
errOAAI
errLesort, Timothee; Lomonaco, Vincenzo; Stoian, Andrei; Maltoni, Davide; Filliat, David; Diaz-Rodriguez, Natalia
errShare
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Three-layer concept drifting detection in text data streams
err2017-10-01
err36
PREAI
errZhang, Yuhong; Chu, Guang; Li, Peipei; Hu, Xuegang; Wu, Xindong
errShare
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On evaluating stream learning algorithms
err2012-10-24
err360
errOAAI
errGama, Joao; Sebastiao, Raquel; Rodrigues, Pedro Pereira
errShare
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Leveraging Bagging for Evolving Data Streams
err2010-01-01
err0
errOAAI
errAlbert Bifet; Geoff Holmes; Bernhard Pfahringer
errShare
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Exponentially weighted moving average charts for detecting concept drift
err2012-01-01
err279
errOAAI
errRoss, Gordon J.; Adams, Niall M.; Tasoulis, Dimitris K.; Hand, David J.
errShare
errSave
A Survey on Concept Drift Adaptation
err2014-03-01
err2.0K
errOAAI
errGama, Joao; Zliobaite, Indre; Bifet, Albert; Pechenizkiy, Mykola; Bouchachia, Abdelhamid
errShare
errSave
researcher View more