Search Results for author: Luca Celotti

Found 5 papers, 0 papers with code

Improving Zero-Shot Neural Architecture Search with Parameters Scoring

no code implementations1 Jan 2021 Luca Celotti, Ismael Balafrej, Emmanuel Calvet

The performance of a network in a task can be predicted by a score, even before the network is trained: this is referred to as zero-shot NAS.

Neural Architecture Search

AriEL: volume coding for sentence generation

no code implementations30 Mar 2020 Luca Celotti, Simon Brodeur, Jean Rouat

This partially supports to the hypothesis that encoding information into volumes instead of into points, can lead to improved retrieval of learned information with random sampling.

Retrieval Sentence

Language coverage and generalization in RNN-based continuous sentence embeddings for interacting agents

no code implementations5 Nov 2019 Luca Celotti, Simon Brodeur, Jean Rouat

While it is known that those embeddings are able to learn some structures of language (e. g. grammar) in a purely data-driven manner, there is very little work on the objective evaluation of their ability to cover the whole language space and to generalize to sentences outside the language bias of the training data.

Dialogue Generation Sentence +1

HoME: a Household Multimodal Environment

no code implementations29 Nov 2017 Simon Brodeur, Ethan Perez, Ankesh Anand, Florian Golemo, Luca Celotti, Florian Strub, Jean Rouat, Hugo Larochelle, Aaron Courville

We introduce HoME: a Household Multimodal Environment for artificial agents to learn from vision, audio, semantics, physics, and interaction with objects and other agents, all within a realistic context.

OpenAI Gym reinforcement-learning +1

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