About
Experience
Patents
Method and Data Processing System for Lossy Image or Video Encoding. Motion translations with flow-based processes for AI video compression.
Method and Data Processing System for Lossy Image or Video Encoding. Motion transformation handling in AI compression processes.
Covering advanced neural compression techniques, optical flow, and video encoding optimization methods.
Publications
I/c-extremization in M/F-duality
SciPost Physics
With M. van Beest, S. Schafer-Nameki, J. Sparks
Read paper →Higgs Bundles for M-theory on G2-manifolds
Journal of High Energy Physics
With A. Braun, M. Hubner, S. Schafer-Nameki
Read paper →Education
DPhil in Mathematics
University of Oxford
Focused on the intersection of geometry and string theory, exploring higher-dimensional geometric objects that appear in string theory and how their properties manifest in associated physical theories.
MSc in Pure Mathematics
Imperial College London
Advanced studies in pure mathematics, building the foundation for doctoral research.
BSc in Mathematics
University of Ljubljana
Undergraduate studies in mathematics with a focus on theoretical foundations.
Skills
Probability & Statistics
Highly proficient in mathematics, probability theory, and statistics, with a particular interest in generative density models.
Deep Learning
Highly proficient in applied generative AI research both in computer vision and applications of LLMs for internal business infrastructure projects.
Programming
Python (advanced) - 10+ years in software development, data analysis, and AI research. Expert in PyTorch with deep knowledge of model compilation stack (FX, Inductor, Dynamo, Triton).
C++ (working knowledge) - Contributions to model inference libraries and entropy coders.
Contact
I'm always interested in discussing machine learning, mathematics, and technology.