Work in Progress Link to heading A Guided Neural Network Approach to Volatility Forecasting. Info Abstract and draft coming soon! Presented at SETA 2025, QFFE 2025, Econometric Society World Congress 2025 and the 2nd IAS-SBM Joint Workshop (poster).