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CORDIS - EU research results
CORDIS

Machine learning and the physics of complex and disordered systems

CORDIS provides links to public deliverables and publications of HORIZON projects.

Links to deliverables and publications from FP7 projects, as well as links to some specific result types such as dataset and software, are dynamically retrieved from OpenAIRE .

Publications

Compression theory for inhomogeneous systems

Author(s): Doruk Efe Gökmen, Sounak Biswas, Sebastian D. Huber, Zohar Ringel, Felix Flicker, Maciej Koch-Janusz
Published in: ArXiv preprint (under review in Nature Communications), 2023
Publisher: ArXiv

The RSMI-NE Python code package (opens in new window)

Author(s): Gökmen, Doruk Efe; Koch-Janusz, Maciej
Published in: 2021
Publisher: Zenodo
DOI: 10.5281/zenodo.5676352

Statistical Physics through the Lens of Real-Space Mutual Information (opens in new window)

Author(s): Doruk Efe Gökmen, Zohar Ringel, Sebastian D. Huber, Maciej Koch-Janusz
Published in: Physical Review Letters 127, 240603 (2021), Issue 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 (opens in new window)

Author(s): Amit Gordon; Aditya Banerjee; Maciej Koch-Janusz; Maciej Koch-Janusz; Zohar Ringel
Published in: Physical Review Letters 126, 240601 (2021), Issue 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 (opens in new window)

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

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