Lecture

Understanding Phase Transitions in Computational Problems

Related lectures (29)
Phase Transitions in Physics and Machine Learning
Explores phase transitions in physics and computational problems, highlighting challenges faced by algorithms and the application of physics principles in understanding neural networks.
Phase Transitions in Energy Systems
Explores phase transitions in energy systems, including non-analytic behavior and the Ising model.
Phase Transitions: Percolation in 2D Networks
Explores phase transitions through percolation in 2D networks.
Marvels and Pitfalls of the Langevin in Noisy High-Dimensional Inference
Discusses metastability, phase transitions, approximate message passing algorithm limitations, and the efficiency of Langevin dynamics in high-dimensional inference.
Phase Transitions: Thermodynamics and Universality
Explores phase transitions in thermodynamics, emphasizing competition between phases controlled by temperature and the concept of universality.
Optimal Detection in Spinodal Systems
Explores optimal detection in spinodal systems, discussing stability analysis and phase transitions.
Statistical Physics of Computation: Insights and Applications
Explores the application of statistical physics in computational problems, covering topics such as Bayesian inference, mean-field spin glass models, and compressed sensing.
Scientific Machine Learning: Introduction to Spin Glass Models
Introduces Scientific Machine Learning, emphasizing its application in various scientific fields and the connection between machine learning and physics.
Van der Waals ModelMOOC: Thermodynamics
Covers the Van der Waals model for liquid-vapor phase transitions in thermodynamics.
Phase Transitions in Statistical Mechanics
Covers phase transitions, correlation length, critical exponents, and universality in Statistical Mechanics.

Graph Chatbot

Chat with Graph Search

Ask any question about EPFL courses, lectures, exercises, research, news, etc. or try the example questions below.

DISCLAIMER: The Graph Chatbot is not programmed to provide explicit or categorical answers to your questions. Rather, it transforms your questions into API requests that are distributed across the various IT services officially administered by EPFL. Its purpose is solely to collect and recommend relevant references to content that you can explore to help you answer your questions.