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Found 5 papers, 3 papers with code
ETHER: Aligning Emergent Communication for Hindsight Experience Replay
We show that the referential game's agents make an artificial language emerge that is aligned with the natural-like language used to describe goals in the BabyAI benchmark and that it is expressive enough so as to also describe unsuccessful RL trajectories and thus provide feedback to the RL agent to leverage the linguistic, structured information contained in all trajectories.
Visual Referential Games Further the Emergence of Disentangled Representations
Natural languages are powerful tools wielded by human beings to communicate information.
Meta-Referential Games to Learn Compositional Learning Behaviours
Human beings use compositionality to generalise from past experiences to novel experiences.
On (Emergent) Systematic Generalisation and Compositionality in Visual Referential Games with Straight-Through Gumbel-Softmax Estimator
Nevertheless, while shown robust with symbolic stimuli, the effect of the batch size is not so clear-cut when dealing with visual stimuli.
ReferentialGym: A Nomenclature and Framework for Language Emergence & Grounding in (Visual) Referential Games
Firstly, a nomenclature is proposed to understand the main initiatives in studying language emergence and grounding, accounting for the variations in assumptions and constraints.
