A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...
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Updated
Oct 10, 2024
A curated list of papers of interesting empirical study and insight on deep learning. Continually updating...
Python package for automated bifurcation analysis and parameter continuations, based on Auto-07p.
lindemann is a python package to calculate the Lindemann index of a lammps trajectory
Mathematica package for evaluation of the bounce action with multiple scalar fields
This repository contains the code to reproduce the experiments performed in the Dynamical Mean-Field Theory of Self-Attention Neural Networks article.
Studying the Ising model phase transition using PCA.
The emergence of eukaryotes as an evolutionary algorithmic phase transition
CUDA Vicsek model simulator
Detecting phase transitions from Quantum Monte Carlo datasets using the "learning by confusion" (LbC) technique. Training CNNs in PyTorch to classify phases of matter in an electron-phonon model.
A demo to simulate 2D spin lattices with different shapes, boundary conditions, models and algorithms
Probabilistic PCA for missing data: learning curves shows a phase transition and missing rate acts as an effective reduction in the signal-to-noise ratio, not the sample size.
Investigating cluster dynamics in models of patchy ecosystems
Toolkit to study Cosmological Phase Transitions + Primordial Black Holes + Gravitational Waves
2D Ising model in a square lattice with Metropolis-Hastings algorithm and sequential update.
Exploring the relation between fractals and phase transitions.
Jupyter Notebook tab and raw Julia script to simulate the Phi-4 model in a square lattice (d=2) .
2D simulation of confluent cell collectives based on a coarse-grained bead-spring model
University Exam of Statistical Physics UNIFI, Implementation of a SAT Solver and in depth study of the phase transition in the 3-SAT problems
Statistical Modelling for the Problem related to the field of Classical and Quantum Mechanics.
project home page of dyGiLa dynamic GL eqns solver project
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