Curriculum Learning

https://dl.acm.org/doi/10.1145/1553374.1553380
Curriculum learning in reinforcement learning is a training methodology that seeks to speed up learning of a difficult target task by first training on a series of simpler tasks and transferring the knowledge acquired to the target task

https://arxiv.org/abs/2101.10382
Curriculum Learning A Survey Petru Soviany Radu Tudor Ionescu Paolo Rota Nicu Sebe Training machine learning models in a meaningful order from the easy samples to the hard ones using curriculum learning can provide performance improvements over the standard training approach based on random data shuffling

https://arxiv.org/abs/2010.13166
Abstract Curriculum learning CL is a training strategy that trains a machine learning model from easier data to harder data which imitates the meaningful learning order in human curricula As an easy to use plug in the CL strategy has demonstrated its power in improving the generalization capacity and convergence rate of

https://ronan.collobert.com/pub/2009_curriculum_icml.pdf
Curriculum learning has both an e ect on the speed of convergence of the training process to a minimum and in the case of non convex criteria on the quality of the local minima obtained curriculum learning can be seen as a particular form of continuation method a general strategy for global optimization of non convex functions 1 Introduction

https://ieeexplore.ieee.org/document/9392296
In this survey article we comprehensively review CL from various aspects including motivations definitions theories and applications We discuss works on curriculum learning within a general CL framework elaborating on how to design a manually predefined curriculum or an automatic curriculum

https://ai.stackexchange.com/questions/40241/what...
2 Answers Curriculum learning is a general technique for deep learning which got recently applied to also deep reinforcement learning It s about designing tasks to guide the learning process of the network or agent This can be particularly useful to bootstrap the network for very hard problems and even to achieve better convergence

https://arxiv.org/pdf/2101.10382.pdf
Tages of curriculum learning Hence our nal contribu tion is to advocate the adoption of curriculum learning in mainstream works Related surveys We are not the rst to consider pro viding a comprehensive analysis of the methods employ ing curriculum learning in di erent applications Re cently Narvekar et al 2020 survey the use of curricu

https://link.springer.com/referenceworkentry/10...
Curriculum and Learning Ramon Leyendecker Reference work entry 650 Accesses 1 Citations Download reference work entry PDF Synonyms Course of study Plan for learning Definitions Stemming from the Latin verb currere meaning to run the noun curriculum verbally translates as racecourse

https://www.semanticscholar.org/paper/Curriculum...
PDF Curriculum learning Semantic Scholar DOI 10 1145 1553374 1553380 Corpus ID 873046 Curriculum learning Yoshua Bengio J Louradour 1 author J Weston Published in International Conference on 14 June 2009 Computer Science TLDR