Subject 01
Advanced Monographic Specialization Colloquium
Official syllabus code: 3 Credits
A research colloquium at the research frontier: non-linear dispersive systems and solitons, high-dimensional non-convex landscapes with geometric deep learning foundations, and rigorous error analysis for multi-scale digital twins.
A
Non-Linear Dispersive Systems & Soliton Theory
Non-Linear Dispersive Systems & Soliton Theory (KdV, Non-Linear Schrödinger)
Study the Korteweg–de Vries and non-linear Schrödinger equations, soliton solutions, inverse scattering, and the interplay of dispersion and non-linearity that produces coherent structures.
B
Non-Convex Landscapes & Digital Twins
High-Dimensional Non-Convex Landscapes & Geometric Deep Learning Foundations
Analyze loss landscapes of high-dimensional non-convex optimization and connect them to the geometric foundations of deep learning — symmetries, equivariance, and graph/network structures.
Rigorous Error Analysis of Multi-Scale Multi-Physics Digital Twins
Develop rigorous a priori and a posteriori error analysis for multi-scale, multi-physics digital twin simulations, quantifying uncertainty across coupled models.