phase-transitions 开源项目推荐（86 个）

MinghuiChen43 /awesome-deep-phenomena

一份精选的深度学习有趣实证研究和见解论文列表。持续更新......

pyrates-neuroscience /PyCoBi

Python package for automated bifurcation analysis and parameter continuations, based on Auto-07p.

N720720 /lindemann

lindemann is a python package to calculate the Lindemann index of a lammps trajectory

PhaseTracer /PhaseTracer

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

vguada /FindBounce

Mathematica package for evaluation of the bounce action with multiple scalar fields

Mattral /Mechanistic-Interpretability-Study-Induction-Circuit-Stability-Under-Fine-Tuning

Tracking exactly what happens to the internal "circuitry" (induction heads) of a 2-layer attention-only Transformer when forced to undergo domain adaptation from prose to structured Python code.

CFT-HY /pttools

Software for modeling phase transitions in the early universe using the Sound Shell Model

emuro /gene_length

The emergence of eukaryotes as an evolutionary algorithmic phase transition

athompson-git /pypt

Toolkit to study Cosmological Phase Transitions + Primordial Black Holes + Gravitational Waves

muxitox /Dynamical-MF-Self-Attention

This repository contains the code to reproduce the experiments performed in the Dynamical Mean-Field Theory of Self-Attention Neural Networks article.

RGivisiez /PCA-Ising

Studying the Ising model phase transition using PCA.

tee-lab /patchy-ecosterics

Investigating cluster dynamics in models of patchy ecosystems

anwanguow /PH_structural

The code for my PRE article titled "Persistent Homology for Structural Characterization in Disordered Systems"

YehiaGewily /Physics-AI-Bridge

Tracing the links between Statistical Mechanics and AI. Phase 1 features a vectorized 2D Ising Model simulation. Phase 2 maps these dynamics to Hopfield Networks to show how physical energy minimization drives memory recall.

RockClimbingRocks /Polfed.jl

Polynomial filtering eigensolver and Hamiltonian tools for quantum many-body simulations in Julia.

owenpb /Confusion-Scheme-Learning

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.

SymC-Universe /Adaptive-Intelligence-Framework

Adaptive Intelligence Framework (AIF) formalizes intelligence as a boundary-regulated adaptive process. Grounded in SymC principles, it studies how systems maintain coherence under uncertainty through constraint negotiation, regulation, and phase transitions - focusing on adaptive stability rather than benchmark optimization or ML scaling.

CFT-HY /PTPlot

PTPlot is a tool for exploring the gravitational wave power spectrum from first-order phase transitions, and evaluating the likelihood of detecting a signal with the LISA mission.

pclus /vicsek-cuda

CUDA Vicsek model simulator

annelien11 /2D-spin-demo

A demo to simulate 2D spin lattices with different shapes, boundary conditions, models and algorithms