generative-brain-dynamics-models

Community

Multi-scale brain dynamics modeling made modular.

Authorhiyenwong
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This framework provides a structured approach to generative brain dynamics modeling, integrating microscopic neuron dynamics, mesoscopic neural mass models, and macroscopic brain networks to enable hypothesis testing, simulation, and data-driven fitting.

Core Features & Use Cases

  • Multi-scale modeling across micro, meso, and macro scales with modular components (NeuralMassModel, DynamicCausalModel, DataDrivenModel, HybridGenerativeModel).
  • Flexible experimentation and comparison workflows to assess different dynamical hypotheses and generate synthetic data.
  • Useful for computational neuroscience research, brain network analysis, and mechanistic hypothesis validation across related domains.

Quick Start

Run a quick brain dynamics comparison by configuring DynamicsConfig and calling example_brain_dynamics to see model outputs.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

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Please help me install this Skill:
Name: generative-brain-dynamics-models
Download link: https://github.com/hiyenwong/ai_collection/archive/main.zip#generative-brain-dynamics-models

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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