TopoBenchmarkX: A Modular Open-Source Library Designed to Standardize Benchmarking and Accelerate Research in Topological Deep Learning (TDL)

Introducing TopoBenchmarkX: Accelerating Topological Deep Learning (TDL) TopoBenchmarkX is a free library that streamlines benchmarking and advances research in Topological Deep Learning (TDL). It tackles key TDL challenges, such as reproducibility and standardization, to enrich TDL research and applications. The library simplifies TDL workflows into modular components for data processing, model training, and evaluation, increasing adaptability and user-friendliness. Additionally, it enhances data representation and analysis by converting graph data into higher-order topological forms. Value and Practical Solutions This library supports computations, embeddings, and learning with Topological Neural Networks (TNNs) across various topological structures, ensuring robust benchmarking and reproducibility in TDL research. It facilitates comprehensive model comparisons, yielding valuable insights in topological deep learning. Numerical experiments using TopoBenchmarkX highlighted the superiority of higher-order neural networks over graph neural networks in diverse machine-learning tasks. It also emphasized the significance of signal propagation strategies and their impact on model architecture. Future Work and AI Opportunities Future enhancements will include capabilities such as learnable liftings and built-in higher-order datasets to further improve model evaluation and fairness in TDL. Researchers are encouraged to contribute to these advancements and expand the library's capabilities. AI Solutions for Your Business Leverage TopoBenchmarkX to standardize benchmarking and accelerate TDL research, and evolve your business with AI solutions. Learn how AI can transform your operations, identify automation opportunities, define KPIs, select AI solutions, and gradually implement them. Reach out to us at hello@itinai.com for AI KPI management advice and ongoing insights into leveraging AI. Spotlight on a Practical AI Solution Explore our AI Sales Bot at itinai.com/aisalesbot, designed to automate customer engagement 24/7 and manage interactions across all customer journey stages. Learn how AI can reshape your sales processes and customer engagement. Stay Connected Join our AI Lab in Telegram @itinai for free consultation and follow us on Twitter @itinaicom for more updates.