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Machine learning and the physics of complex and disordered systems

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Publications

Statistical Physics through the Lens of Real-Space Mutual Information

Author(s): Doruk Efe Gökmen, Zohar Ringel, Sebastian D. Huber, Maciej Koch-Janusz
Published in: Physical Review Letters 127, 240603 (2021), 127, 240603 (2021), 2021, ISSN 0031-9007
Publisher: American Physical Society
DOI: 10.1103/physrevlett.127.240603

Relevance in the Renormalization Group and in Information Theory

Author(s): Amit Gordon; Aditya Banerjee; Maciej Koch-Janusz; Maciej Koch-Janusz; Zohar Ringel
Published in: Physical Review Letters 126, 240601 (2021), 126, 240601 (2021), 2021, ISSN 0031-9007
Publisher: American Physical Society
DOI: 10.5167/uzh-204629

Symmetries and phase diagrams with real-space mutual information neural estimation

Author(s): Doruk Efe Gökmen; Zohar Ringel; Sebastian D. Huber; Maciej Koch-Janusz
Published in: Physical Review E 104, 064106 (2021), 104, 064106 (2021), 2021, ISSN 2470-0045
Publisher: American Physical Society
DOI: 10.1103/physreve.104.064106