From Statistical Mechanics to Quantum Mechanics, Quantum Field Theory or even Hydrodynamics, Probability has progressively become a fundamental toolbox in Mathematical Physics, unifying methods of research in domains that were regarded as separate for a long time. This series of seminars aims to showcase bridges between such domains, including those too recent to be regarded as associated with Theoretical or Mathematical Physics.