Machine learning and the physics of complex and disordered systems

Project Information

COMPLEX ML

Grant agreement ID: 896004

DOI

10.3030/896004

Project terminated on 30 April 2023

EC signature date 24 June 2020

Start date 1 September 2020

End date 31 August 2023

Funded under

• EXCELLENT SCIENCE - Marie Skłodowska-Curie Actions

Total cost

€ 260 840,64

EU contribution

€ 260 840,64

Coordinated by

UNIVERSITAT ZURICH
Switzerland

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

Other (2)

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

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

Peer reviewed articles (3)

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), 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

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

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