Ensembler is a python package that provides fast and easy access to 1D and 2D model system simulations. It can be used for method development or to deepen understanding of a broad spectrum of modeling methods, from basic sampling techniques to enhanced sampling and free energy calculations. It is easy to install, fast, increases shareability, co…

A replication of "Toy Models of Superposition," a groundbreaking machine learning research paper published by authors affiliated with Anthropic and Harvard in 2022.

Towards an interpretable understanding of MLP behaviour in applied machine learning

Simulating a restaurant under various conditions in Durham, NC

A very-insecure toy model, rather a baby model of SSH.

Creating a toy-model approach for applying Quantum Principal Component Analysis for Educational Data

A short demonstration of GANs learning a probability distribution

Minimal control-theoretic toy models for studying stability and failure modes under partial observability.

T-REX (Toy Reactive Exchange) Monorepo: the toy models, EVM contracts and super app (for superfluid protocol).

A Numba-accelerated Python library for simulating 2D Lagrangian particle transport in idealized semi-enclosed ocean basins using Bell's incompressible flow field. This is an idealized 2D model intended for process studies and educational purposes, not operational forecasting.

Toy model implementing various architectures to teach a generic point of mass to reach a static and/or dynamic target in a 3D space.

JAX-accelerated finite volume solver for 2D ideal magnetohydrodynamics with HLL Riemann solver and Dedner divergence cleaning. Includes comprehensive conservation, turbulence, and information-theoretic diagnostics with CF-compliant NetCDF output.