Credits: Mike Mackenzie

student – Master research project

Statistical Mechanics

From scaling laws to emergent capabilities, modern AI systems, in particular large language models, display various behaviours that nobody understands. Statistical mechanics in physics offers a leading tool to analyse and explain these observed phenomena, and thereby answering some of the extremely crucial questions in modern AI theory. Read More ›

student – Master research project

3d Quantum Field Theories

Can ML help to learn about the mysterious relations among quantum field theories? Read More ›

student – Master research project

Nonequilibrium Thermodynamics

Exploit modern advances in nonequilibrium thermodynamics, such as Jarzynski's equality and Crooks fluctuation theorem, to devise more efficient sampling algorithms. Read More ›

student – Master research project

Modularity of Nahm Sum

Use supervised learning to gain insights into a long-standing question in analytic number theory Read More ›

student – Master research project

Unraveling Quantum Chromodynamics

Parametrise the underlying physical laws with neural networks Read More ›