My current research focuses on improving our state-of-the-art AI models for drug discovery and comprises topics at the intersection of generative modelling, molecular simulation and free-energy estimation. I'm particularly excited about the interplay of AI as a powerful new tool to address decades old problems in the field of biomolecular simulation and the tricks we can borrow from statistical mechanics and traditional simulation to improve our models.
I've developed ML models to address important challenges in statistical mechanics and simulation, ranging from generative modelling for molecular simulation, learning large-scale simulators for CFD, developing ML-based free energy estimators and enhanced samplers to AI-based medium-range weatherforcasting (GraphCast). I've also worked on topics related to causal decision making and planning.
My PhD, under the supervision of Daan Frenkel, comprised statistical modelling and advanced simulation techniques to study the behaviour of polar solvents far from thermal equilibrium. I contributed to the molecular dynamics package LAMMPS and won an award for my PhD thesis.
This course was a deep dive into selected topics ranging from statistical mechanics to chaos theory, with extensive practical training in Monte Carlo and molecular dynamics (MD) simulations. My Master's project was jointly supervised by Christoph Dellago and Daan Frenkel.
This course focused on numerical solutions to differential equations and High Performance Computing (C++, OpenMP, MPI and CUDA). For my dissertation, supervised by Nikos Nikiforakis and Franck Monmont, I implemented the C++ CFD code Impec2D to investigate the dependence of common oil reservoir solvers on the orientation of the grid.
The 3-year undergraduate programme was an excellent training in maths, physics, mathematical modelling and scientific computing. My Bachelor's thesis was concerned with modelling atmospheric flows in Cartesian and spherical geometry.
As an alternative to the compulsory military service, I worked for the Red Cross for a period of 9 months and became a paramedic.
The 5-year long technical high school HTL Villach provided me with a solid background in software engineering, in particular C/C++ and Java, algorithms, data structures and data bases (SQL, PL/SQL).