On the Resurgence of Recurrent Models for Long Sequences -- Survey and Research Opportunities in the Transformer Era

no code implementations • 12 Feb 2024 • Matteo Tiezzi, Michele Casoni, Alessandro Betti, Tommaso Guidi, Marco Gori, Stefano Melacci

A longstanding challenge for the Machine Learning community is the one of developing models that are capable of processing and learning from very long sequences of data.

Neural Time-Reversed Generalized Riccati Equation

no code implementations • 14 Dec 2023 • Alessandro Betti, Michele Casoni, Marco Gori, Simone Marullo, Stefano Melacci, Matteo Tiezzi

This paper introduces a novel neural-based approach to optimal control, with the aim of working forward-in-time.