W1. Quantum Physics and Machine Learning

Workshop organized by:
F. Caruso

 

This workshop will cover the fascinating very interdisciplinary field of machine learning and its more recent generalization to quantum information. Recurrent networks, reinforcement learning, Boltzmann machines, deep learning, and neural networks will be discussed in various scientific fields and from both foundational and technological perspectives.

On one side, machine learning does very successfully solve very hard problems as detecting anomalous events in live streams of sensor data, self-driving cars, speech recognition, natural language, vision, playing games, trading strategies, etc.
On the other side, quantum information science also teems with excitement. By manipulating single particles at a subatomic level, one is able to perform Fourier transformation exponentially faster or search in a database quadratically faster than the classical limit. A future quantum computer will break the security of all the currently encrypted messages, and quantum cryptography already shows instead of an unbreakable tool to faithfully transmit information at a commercial level.
But, what can quantum computing contribute to machine learning? We naturally expect a speedup from quantum methods, but what kind of speedup?
We will bring together experts from quantum computing and machine learning to discuss the latest progress in the rapidly growing field of quantum machine learning.

News

SigmaPhi Prizes

The SigmaPhi Prize for 2020 and SigmaPhi Prize for 2023 have been awarded during SigmaPhi2023 Conference to

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SigmaPhi Awards

During the conference, four works selected out of all the oral and poster presentations have been awarded.

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SigmaPhi 2023 Europhysics Conference

The European Physical Society (EPS) has recognized the SigmaPhi 2023 as Europhysics Conference.

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Workshops

W1. Quantum Physics and Machine Learning

Workshop organized by:F. Caruso

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W2. Data Science and Econophysics

Workshop organized by:P. Argyrakis

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W3. Complex Networks: Hidden Geometry and Dynamics

Workshop organized by:N. Gupte, M.M. Dankulov and B. Tadic

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W4. Climate and Environment

Workshop organized by:- D. Hristopulos - S. Blesic

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W5. Statistical physics of biophysical systems

Workshop organized by: A. Deutsch and B. Hatzikirou

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W6. Statistical physics methods for power grids

Workshop organized by:G. Odor and C. Beck

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W7. Fluctuations in Physics

Workshop organized by:F. Oliveira

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W8. Thermalization of Nonintegrable Many-Body Systems

Workshop organized by:S. Flach

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W9. Fifty years of the renormalization group

Workshop organized by:A. Aharony

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W10. Non-Extensive Statistical Mechanics and Kappa Distributions

Workshop organized by:G. Livadiotis, M. Leubner, P. Yoon and K. Dialynas

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Special Sessions

S1. Spin Glass Theory and Beyond

Special Session organized by E. Marinari and G. Parisi

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S2. Entropies and Correlations in Complex Systems

Special Session organized by V. Ilić, J. Korbel and S. Gupta

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S3. Holographic and other cosmologically relevant entropies

Special Session organized by P. Jizba and G. Lambiase

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S4. Quantum Long-Range Systems

Special Session organized by A. Trombettoni, S. Ruffo and D. Mukamel

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Scientific Sponsors 2023

 

Statistical and Nonlinear

Physics Division 

Politecnico di Torino

Italy

 

ISC - CNR

Roma, Italy

 

Technical University of

Crete Chania, Greece

 

Aristotele University of

Thessaloniki, Greece

 

N.C.S.R. Demokritos

Athens, Greece

 

University of Leuven

Belgium

University of Cagliari

Italy

 

AFEA Company

Athens, Greece

 

 

Entropy

MDPI publisher

 

 

EPJ B

edp Scince publisher

 

 

Springer publisher