GitHub

Tigramite – Causal inference for time series datasets

Update: Tigramite now has a new CausalEffects class that allows to estimate (conditional) causal effects and mediation based on assuming a causal graph. Have a look at the tutorial. Further, Tigramite ...
GitHub

A list of practical projects that anyone can solve in any programming language

A list of practical projects that anyone can solve in any programming language (See solutions). These projects are divided in multiple categories, and each category has its own folder. To get started, ...
SciELO

Master Stability Function: the formalism that separates dynamics from structure in networks of coupled systems. Theory, applications, and a generalization fordiffusive coupling

The goal of this paper is to introduce the formalism of the Pecora and Carroll’s MSF (acronym of Master Stability Function), emphasizing its educational potential for physics students (and related ...
Frontiers

TSA-HGNN: a stability-aware multi-scale temporal graph neural network for dynamic community detection

The implementation uses Python 3.9, PyTorch 2.0, and PyTorch Geometric 2.3. We train all models for up to 200 epochs with early stopping based on validation performance.