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William Clements

2 accepted papers

2026

Quantum latent distributions in deep generative models

ICML 2026poster

Many successful families of generative models leverage a low-dimensional latent distribution that is mapped to a data distribution. Though simple latent distributions are often used, the choice of distribution has a strong impact on model performance. Recent experiments have suggested that the proba…

Cited by 0SourceScholar
2020

Learning Disentangled Representations and Group Structure of Dynamical Environments

NeurIPS 2020poster

Learning disentangled representations is a key step towards effectively discovering and modelling the underlying structure of environments. In the natural sciences, physics has found great success by describing the universe in terms of symmetry preserving transformations. Inspired by this formalism,…