fokker-planck-analyzer
OfficialConvergence to Gibbs equilibrium in Langevin dynamics.
Authorplurigrid
Version1.0.0
Installs0
System Documentation
What problem does it solve?
Layer 5: Convergence to Equilibrium Analysis; verifies that training under Langevin dynamics reaches Gibbs equilibrium as predicted by Fokker-Planck theory.
Core Features & Use Cases
- Gibbs convergence checks: compare empirical distribution to theoretical Gibbs distribution.
- Mixing-time estimation: approximate time to equilibrium from Hessian spectrum or empirical convergence.
- Steady-state validation: KL divergence and gradient stability checks.
Quick Start
just langevin-solve net=network T=0.01 n_steps=1000 just fokker-check-convergence
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: fokker-planck-analyzer Download link: https://github.com/plurigrid/asi/archive/main.zip#fokker-planck-analyzer Please download this .zip file, extract it, and install it in the .claude/skills/ directory.