First-Order MAML (FOMAML)

GPTKB entity

Statements (21)
Predicate Object
gptkbp:instanceOf meta-learning algorithm
gptkbp:abbreviation First-Order Model-Agnostic Meta-Learning
gptkbp:category gptkb:model
gptkbp:citation Finn et al., 2017, "Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks"
gptkbp:contrastsWith gptkb:Dragon
MAML
gptkbp:designedFor few-shot learning
meta-learning
gptkbp:feature computationally efficient
approximates MAML
removes second-order derivatives
https://www.w3.org/2000/01/rdf-schema#label First-Order MAML (FOMAML)
gptkbp:proposedBy gptkb:Chelsea_Finn
gptkb:Pieter_Abbeel
gptkb:Sergey_Levine
gptkbp:publishedIn gptkb:ICML_2017
gptkbp:relatedTo gptkb:Model-Agnostic_Meta-Learning_(MAML)
gptkbp:usedIn gptkb:reinforcement_learning
supervised learning
gptkbp:bfsParent gptkb:Model-Agnostic_Meta-Learning_(MAML)
gptkbp:bfsLayer 7