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victor-pcll/README.md

Hi there, I'm Victor

I'm an MSc student in Theoretical and Computational Physics at EPFL (Switzerland). My research focuses on the intersection of condensed matter, statistical physics, and machine learning dynamics.

Current Research & Interests

  • Condensed Matter & Stat Phys: Exploring the mathematical foundations and complex dynamics of physical systems.
  • Machine Learning Theory: Investigating learning dynamics and structural priors of Transformer attention mechanisms (SPOC Laboratory, EPFL).
  • Quantum Information: Simulating algorithms and evaluating hardware noise limits on real IBM Quantum devices.

Reach Me

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  1. Exploring-transformers-empirically Exploring-transformers-empirically Public

    architecture, regularization, and their impact on expressivity, spectral properties, and learning across synthetic and real data

    Jupyter Notebook

  2. Lanczos-Algorithm-Ground-State-Heisenberg-model Lanczos-Algorithm-Ground-State-Heisenberg-model Public

    This project provides a robust numerical framework to study the ground-state properties of the Heisenberg model using Variational Monte Carlo (VMC) augmented by Lanczos (Krylov) subspace projection.

    Jupyter Notebook