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Found 4 papers, 1 papers with code
DeepKnowledge: Generalisation-Driven Deep Learning Testing
Despite their unprecedented success, DNNs are notoriously fragile to small shifts in data distribution, demanding effective testing techniques that can assess their dependability.
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.
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