Topological methods in machine learning: A tutorial for practitioners

B Coskunuzer, CG Akçora - arxiv preprint arxiv:2409.02901, 2024 - arxiv.org
Topological Machine Learning (TML) is an emerging field that leverages techniques from
algebraic topology to analyze complex data structures in ways that traditional machine …

Towards Neural Scaling Laws for Foundation Models on Temporal Graphs

R Shirzadkhani, TGB Ngo, K Shamsi, S Huang… - arxiv preprint arxiv …, 2024 - arxiv.org
The field of temporal graph learning aims to learn from evolving network data to forecast
future interactions. Given a collection of observed temporal graphs, is it possible to predict …