Curriculum learning

Y Bengio, J Louradour, R Collobert… - … on machine learning, 2009 - dl.acm.org
… ral networks), we explore curriculum learning in various set-ups. … We hypothesize that
curriculum learning has both an effect … local minima obtained: curriculum learning can be seen as …

A survey on curriculum learning

X Wang, Y Chen, W Zhu - IEEE transactions on pattern analysis …, 2021 - ieeexplore.ieee.org
… imitates the meaningful learning order in … curriculum learning within a general CL framework,
elaborating on how to design a manually predefined curriculum or an automatic curriculum

Curriculum learning: A survey

P Soviany, RT Ionescu, P Rota, N Sebe - International Journal of …, 2022 - Springer
… link curriculum learning with the four main components of any machine learning approach: …
We observe that curriculum learning can be applied on each of these components, all these …

Automated curriculum learning for neural networks

A Graves, MG Bellemare, J Menick… - … machine learning, 2017 - proceedings.mlr.press
We introduce a method for automatically selecting the path, or syllabus, that a neural
network follows through a curriculum so as to maximise learning efficiency. A measure of the …

Teacher–student curriculum learning

T Matiisen, A Oliver, T Cohen… - … networks and learning …, 2019 - ieeexplore.ieee.org
… They apply the automatic curriculum learning only to supervised sequence learning tasks,
while we consider also reinforcement learning tasks. They use the EXP3.S algorithm for …

Curriculum learning of multiple tasks

A Pentina, V Sharmanska… - Proceedings of the …, 2015 - openaccess.thecvf.com
… each task has a certain level of difficulty for learning the object class, which is defined by …
of a curriculum learning model over learning multiple tasks jointly and learning each task …

Self-paced curriculum learning

L Jiang, D Meng, Q Zhao, S Shan… - Proceedings of the AAAI …, 2015 - ojs.aaai.org
curriculum learning or “student-driven” in selfpaced learning. … for curriculum learning and
self-paced learning, and revealed … as in curriculum learning, we assume the curriculum is total-…

Curriculum learning for reinforcement learning domains: A framework and survey

S Narvekar, B Peng, M Leonetti, J Sinapov… - … of Machine Learning …, 2020 - jmlr.org
curriculum learning method, evaluation metrics, and the dimensions along which we will
classify curriculum learning … of the existing state of the art in curriculum learning in RL, with each …

On the power of curriculum learning in training deep networks

G Hacohen, D Weinshall - … conference on machine learning, 2019 - proceedings.mlr.press
… in terms of increased learning speed and … of curriculum learning, where we show how it
effectively modifies the optimization landscape. We then define the concept of an ideal curriculum

Curriculum learning by transfer learning: Theory and experiments with deep networks

D Weinshall, G Cohen, D Amir - … on machine learning, 2018 - proceedings.mlr.press
… convergence of an ideal curriculum learning method is … curriculum learning in the context
of training a CNN. We describe a method which infers the curriculum by way of transfer learning