Phase Transitions & Critical Phenomena Courses and Certifications

Institut des Hautes Etudes Scientifiques (IHES)

Generative AI and Diffusion Models - A Statistical Physics Analysis - 2/3

Explore how statistical physics principles explain diffusion models in generative AI, uncovering speciation and generalization-memorization transitions through analytical solutions.

• YouTube
• 1 hour 31 minutes
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Generative AI and Diffusion Models - A Statistical Physics Analysis - 1/3

Explore how statistical physics principles explain diffusion models in generative AI, uncovering speciation and generalization-memorization transitions through analytical solutions.

• YouTube
• 1 hour 39 minutes
• Self-Paced
• Free Video

Harvard CMSA

Approach to Stationarity for KPZ Fluctuations in Finite Volume

Delve into the mathematical analysis of KPZ fluctuations in finite volume, exploring approaches to compute cumulants of height through asymmetric exclusion processes, matrix product representations, and Bethe ansatz methods.

• YouTube
• 51 minutes
• Self-Paced
• Free Video

Centre International de Rencontres Mathématiques

Whither Spontaneous Stochasticity - Lecture 3

Delve into advanced mathematical foundations of spontaneous stochasticity, exploring outstanding problems, statistical-mechanical analogies, and experimental challenges in turbulence theory.

• YouTube
• 1 hour 26 minutes
• Self-Paced
• Free Video

BIMSA

Application of Liouville Quantum Gravity to 2D Percolation

Explore advanced mathematical connections between Liouville Quantum Gravity and 2D percolation theory in this specialized research presentation.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

BIMSA

The Five-Loop Beta Function of Yang-Mills Theory with Fermions

Explore advanced quantum field theory through the five-loop beta function calculations in Yang-Mills theory with fermions in this specialized physics lecture.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

BIMSA

Convergence Rate of ℓᵖ-Energy Minimization on Graphs - Sharp Polynomial Bounds and a Phase Transition at p=3

Discover sharp polynomial bounds and phase transitions in ℓᵖ-energy minimization on graphs, focusing on the critical threshold at p=3 in this advanced mathematical analysis.

• YouTube
• 57 minutes
• Self-Paced
• Free Video

IAS | PCMI Park City Mathematics Institute

Statistical Physics Approach to Asymptotic Enumeration and Large Deviations in Random Graphs - Part 3

Explore statistical physics tools like Gibbs measures and partition functions to solve asymptotic enumeration problems and analyze large deviations in random graphs.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

PCS Institute for Basic Science

Extreme Matter - Alien Melting Behaviour of Noble Gases

Discover the unusual melting properties of noble gases under extreme conditions and their alien-like behavior in high-pressure environments.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

International Centre for Theoretical Sciences

From Micro to Macro - A Statistical Journey Through Nature

Explore statistical physics principles connecting microscopic particles to macroscopic phenomena through nature's patterns and behaviors.

• YouTube
• 1 hour 30 minutes
• Self-Paced
• Free Video

Simons Institute

Thermal Metastability and Area Laws

Explore thermal metastability principles and their connection to area laws in quantum systems through advanced theoretical physics concepts.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

BSS Physics School

Progress in Understanding the Essential Physics of High Tc Superconductivity III

Explore advanced theoretical frameworks and recent breakthroughs in high-temperature superconductivity physics with expert analysis of cuprate mechanisms and quantum phenomena.

• YouTube
• 1 hour 29 minutes
• Self-Paced
• Free Video

Centre International de Rencontres Mathématiques

Coulomb Gas Approach to Conformal Field Theory and Lattice Models

Explore Coulomb gas techniques connecting statistical mechanics lattice models to Conformal Field Theory, including recent progress on general domains and Riemann surfaces.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Institut des Hautes Etudes Scientifiques (IHES)

Introduction to the Physics of the KPZ Universality Class - 3/3

Explore the exactly solvable KPZ universality class, covering scaling properties, distribution functions, and experimental validation of theoretical predictions in statistical physics.

• YouTube
• 1 hour 35 minutes
• Self-Paced
• Free Video

ICTP-SAIFR

A Powerful Method to Evaluate the Mass Gaps of Free-Particle Quantum Critical Systems

Discover a powerful method for evaluating mass gaps in free-particle quantum critical systems through advanced theoretical physics techniques and mathematical approaches.

• YouTube
• 58 minutes
• Self-Paced
• Free Video