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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.
Mathematica package for evaluation of the bounce action with multiple scalar fields
PhaseTracer is a C++14 software package for tracing cosmological phases, finding potential phase transitions, computing the bounce action, and plotting the gravitational wave spectrum for Standard Model extensions with any number of scalar fields
The emergence of eukaryotes as an evolutionary algorithmic phase transition
This repository contains the code to reproduce the experiments performed in the Dynamical Mean-Field Theory of Self-Attention Neural Networks article.
A demo to simulate 2D spin lattices with different shapes, boundary conditions, models and algorithms
Toolkit to study Cosmological Phase Transitions + Primordial Black Holes + Gravitational Waves
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.
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.
Investigating cluster dynamics in models of patchy ecosystems
2D Ising model in a square lattice with Metropolis-Hastings algorithm and sequential update.
project home page of dyGiLa dynamic GL eqns solver project
Exploring the relation between fractals and phase transitions.
Computation of thermodynamic properties of crystals from ab initio calculation of static energies and vibrational frequencies.
2D simulation of confluent cell collectives based on a coarse-grained bead-spring model
The effect of sound speed on the gravitational wave spectrum of first order phase transitions in the early universe
Statistical Modelling for the Problem related to the field of Classical and Quantum Mechanics.
University Exam of Statistical Physics UNIFI, Implementation of a SAT Solver and in depth study of the phase transition in the 3-SAT problems
Jupyter Notebook tab and raw Julia script to simulate the Phi-4 model in a square lattice (d=2) .