Unsupervised phase discovery with deep anomaly detection

K Kottmann, P Huembeli, M Lewenstein, A Acín - Physical Review Letters, 2020 - APS
We demonstrate how to explore phase diagrams with automated and unsupervised machine
learning to find regions of interest for possible new phases. In contrast to supervised …

[PDF][PDF] Unsupervised phase discovery with deep anomaly detection

K Kottmann, P Huembeli, M Lewenstein, A Acın - researchgate.net
We demonstrate how to discover unknown quantum phases in many body systems using
automated and unsupervised machine learning. In contrast to supervised learning, where …

Unsupervised Phase Discovery with Deep Anomaly Detection

K Kottmann, P Huembeli… - Physical Review …, 2020 - ui.adsabs.harvard.edu
We demonstrate how to explore phase diagrams with automated and unsupervised machine
learning to find regions of interest for possible new phases. In contrast to supervised …

Unsupervised Phase Discovery with Deep Anomaly Detection.

K Kottmann, P Huembeli, M Lewenstein… - Physical Review …, 2020 - europepmc.org
We demonstrate how to explore phase diagrams with automated and unsupervised machine
learning to find regions of interest for possible new phases. In contrast to supervised …

Unsupervised phase discovery with deep anomaly detection

K Kottmann, P Huembeli, M Lewenstein… - arXiv preprint arXiv …, 2020 - arxiv.org
We demonstrate how to explore phase diagrams with automated and unsupervised machine
learning to find regions of interest for possible new phases. In contrast to supervised …

Unsupervised Phase Discovery with Deep Anomaly Detection

K Kottmann, P Huembeli… - Physical review …, 2020 - pubmed.ncbi.nlm.nih.gov
We demonstrate how to explore phase diagrams with automated and unsupervised machine
learning to find regions of interest for possible new phases. In contrast to supervised …