

# Hodge-Aware Learning on Simplicial Complexe


## Requirements

To install requirements:

```setup
pip install -r requirements.txt
```
 
## Forex 
The Forex reconstruction code in the ['forex'](./forex/) folder was written from scratch

## Simplex Prediction
The simplex prediction code in the ['simplex_pred'](./simplex_pred/) folder was written from scratch

## Trajectory Prediction

the trajectory prediction code in the ['trajectory_pred'](./trajectory_pred/) folder is based on the [SCoNe_GCN](https://github.com/nglaze00/SCoNe_GCN) implementation from [this paper](https://arxiv.org/abs/2102.10058).

## Illustration 
![Architecture Illustration](figures/sc.png)
![Architecture Illustration](figures/lower_sco.png)
![Architecture Illustration](figures/upper_sco.png)
![Architecture Illustration](figures/extended_simplicial_locality.png)