19 citations · 62 across the 17 of their papers we have counts for
6 papers · 1 filter
The Grammar of Emergent Languages
Oskar van der Wal, Silvan de Boer, Elia Bruni +1
In this paper, we consider the syntactic properties of languages emerged in referential games, using unsupervised grammar induction (UGI) techniques originally designed to analyse…
Internal and external pressures on language emergence: least effort, object constancy and frequency
Diana Rodríguez Luna, Edoardo Maria Ponti, Dieuwke Hupkes +1
In previous work, artificial agents were shown to achieve almost perfect accuracy in referential games where they have to communicate to identify images. Nevertheless, the resultin…
Compositional properties of emergent languages in deep learning
Bence Keresztury, Elia Bruni
Recent findings in multi-agent deep learning systems point towards the emergence of compositional languages. These claims are often made without exact analysis or testing of the la…
Exploiting Language Instructions for Interpretable and Compositional Reinforcement Learning
Michiel van der Meer, Matteo Pirotta, Elia Bruni
In this work, we present an alternative approach to making an agent compositional through the use of a diagnostic classifier. Because of the need for explainable agents in automate…
Co-evolution of language and agents in referential games
Gautier Dagan, Dieuwke Hupkes, Elia Bruni
Referential games offer a grounded learning environment for neural agents which accounts for the fact that language is functionally used to communicate. However, they do not take i…
Generalizing Emergent Communication
Thomas A. Unger, Elia Bruni
We converted the recently developed BabyAI grid world platform to a sender/receiver setup in order to test the hypothesis that established deep reinforcement learning techniques ar…