Curriculum learning
… 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 …
curriculum learning has both an effect … local minima obtained: curriculum learning can be seen as …
A survey on curriculum learning
… 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…
elaborating on how to design a manually predefined curriculum or an automatic curriculum…
Curriculum learning: A survey
… 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 …
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 …
network follows through a curriculum so as to maximise learning efficiency. A measure of the …
Teacher–student curriculum learning
… 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 …
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 …
of a curriculum learning model over learning multiple tasks jointly and learning each task …
Self-paced curriculum learning
… 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-…
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
… 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 …
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…
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 …
of training a CNN. We describe a method which infers the curriculum by way of transfer learning …