Search Results for author: Aurélia Léon

Found 3 papers, 0 papers with code

Binary Stochastic Representations for Large Multi-class Classification

no code implementations24 Jun 2019 Thomas Gerald, Aurélia Léon, Nicolas Baskiotis, Ludovic Denoyer

Different models based on the notion of binary codes have been proposed to overcome this limitation, achieving in a sublinear inference complexity.

Classification General Classification +1

Options Discovery with Budgeted Reinforcement Learning

no code implementations21 Nov 2016 Aurélia Léon, Ludovic Denoyer

We consider the problem of learning hierarchical policies for Reinforcement Learning able to discover options, an option corresponding to a sub-policy over a set of primitive actions.

reinforcement-learning Reinforcement Learning (RL)

Reinforced Decision Trees

no code implementations5 May 2015 Aurélia Léon, Ludovic Denoyer

In order to speed-up classification models when facing a large number of categories, one usual approach consists in organizing the categories in a particular structure, this structure being then used as a way to speed-up the prediction computation.

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