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source: International Centre for Theoretical Sciences 2016年12月26日
PROGRAM LINK: https://www.icts.res.in/program/INFOASI
26 December 2016 to 07 January 2017
VENUE: Madhava Lecture Hall, ICTS Bangalore
Information theory and computational complexity have emerged as central concepts in the study of biological and physical systems, in both the classical and quantum realm. The low-energy landscape of classical and quantum systems can be characterized in terms of constraint satisfaction problems, with the physical behavior of these theories – for example, glassy behavior – governed by the computational complexity of such problems. Information theory also provides a language for laying the foundations of nonequilibrium statistical mechanics, and plays a central role in understanding the emergence of a small number of useful parameters in models of physical and biological phenomena.
This school, organized jointly by the ICTS and Brandeis University, will cover a variety of forefront research topics in physics and biology, in which information and computation play a central role:
• Thermodynamics of information processing
• Coding and computation in statistical mechanics
• Quantum information in extended systems
• Information geometry and ”sloppy” models
Inspired by the history of the renormalization group, the goal is to provide an interdisciplinary survey of the uses of information theory in physics and biology, in order to seed future conceptual breakthroughs in our understanding of complex physical and biological systems. The school will consist of a set of pedagogical lectures by prominent researchers in statistical physics, biological physics, and quantum information theory. These will be supplemented with tutorials led by the organizers and structured around worked problems and selected readings of key papers. The pedagogical activities will be followed up with seminars by the lecturers on current research.
The school is intended for advanced graduate students, post-docs and other junior researchers
CONTACT US: infoasi@icts.res.in
Thermodynamics of Information by Juan MR Parrondo (Lecture 1) 1:33:34
Information processing and thermodynamics in biophysical control.. by S Vaikuntanathan (Lecture 1) 1:15:34
Information processing and thermodynamics in biophysical control... by S Vaikuntanathan (Lecture 2) 1:27:35
Thermodynamics of Information by Juan MR Parrondo (Lecture 2) 1:29:36
Information processing and thermodynamics in biophysical control.. by S Vaikuntanathan (Lecture 3) 1:26:23
From information theory to learning via Statistical Physics: Introduction: by Florent Krzakala 1:32:42
Journey trough statistical physics of constraint satisfaction.. by Lenka Zdeborova 1:32:51
Thermodynamics of Information by Juan MR Parrondo (Lecture 4) 1:23:42
Journey trough statistical physics of constraint satisfaction and inference by Lenka Zdeborova 1:32:17
From information theory to learning via Statistical Physics by Florent Krzakala 1:32:30
Journey trough statistical physics of constraint satisfaction and inference... by Lenka Zdeborova 1:32:51
From information theory to learning via Statistical Physics: From statistical by Florent Krzakala 1:33:03
Sloppiness and Parameter Identifiability, Information Geometry by Mark Transtrum 1:30:54
Why do simple models work? Partial answers from information geometry (Lecture 1) by Ben Machta 1:32:48
Computational Differential Geometry, Optimization Algorithms by Mark Transtrum 1:28:55
What is quantum mechanics? A minimal formulation (Seminar) by Pierre Hohenberg 1:19:46
Information Theory Meets Quantum Physics: The magic of wave dynamics by Apoorva Patel 1:28:49
Why are simpler models better? Bayesian priors and Occam's razor.. by Ben Machta 1:32:10
Applications of MBAM, Information Topology (Lecture 3) by Mark Transtrum 1:33:46
Entanglement entropy, quantum field theory, and holography by Matthew Headrick 1:34:58
Geometric bounds for dissipation (Lecture 3) by Ben Machta 1:23:46
Entanglement entropy, quantum field theory, and holography by Matthew Headrick 1:31:49
Introduction to Quantum Entaglement by Albion Lawrence 1:32:22
Entanglement entropy, quantum field theory, and holography by Matthew Headrick 1:29:57
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