A Meta-Transfer Objective for Learning to Disentangle Causal MechanismsEI

    Tristan Deleu
    Tristan Deleu
    Nasim Rahaman
    Nasim Rahaman
    Sébastien Lachapelle
    Sébastien Lachapelle
    Olexa Bilaniuk
    Olexa Bilaniuk
    Cited by: 0|Bibtex|72|

    arXiv: Learning, 2019.

    Keywords:
    meta-learning transfer learning structure learning modularity causality

    Abstract:

    We propose to use a meta-learning objective that maximizes the speed of transfer on a modified distribution to learn how to modularize acquired knowledge. In particular, we focus on how to factor a joint distribution into appropriate conditionals, consistent with the causal directions. We explain when this can work, using the assumption t...More
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