Thomas Grapentin

Category: B1 (Bonus); Team name: TG; Dataset: ogbn-products

1

# 🚀 B1 Bonus: On-Disk Transductive Learning with SQLite-Backed Structure Indexing ## 📌 Problem Statement **Challenge:** Training Topological Neural Networks (TNNs) on large transductive graphs (100K+ nodes) with complex topological...

Category: A2; Team name: TG; Dataset: Simplicial PPI (HIGH-PPI SHS27k + CORUM)

1

## Checklist - [x] My pull request has a clear and explanatory title. - [x] My pull request passes the Linting test. - [x] I added appropriate unit tests and...

Category: B2; Team name: TG; Dataset: Simplicial PPI (HIGH-PPI SHS27k + CORUM)

2

NOTE: This PR branches from [branch 'ppi-data'](https://github.com/geometric-intelligence/TopoBench/pull/227) which contains my A2 submission as it builds on top of it. The actual changes are less than github is showing because it...

Category: B1; Team name: TG; Dataset: ogbg-molpcba

2

# On-Disk Inductive Preprocessing with DAG-Based Incremental Caching ## 🎯 Problem Statement Topological deep learning on large inductive datasets presents a unique challenge: topological structures (simplicial complexes, hypergraphs, cell complexes)...

Category: A1; Team name: TG; Datasets: [CDC-climate, US-county-fb]

2

## Checklist - [x] My pull request has a clear and explanatory title. - [x] My pull request passes the Linting test. - [x] I added appropriate unit tests and...