2 papers
cs.LG2025
Learning Beyond Experience: Generalizing to Unseen State Space with Reservoir Computing
Declan A. Norton, Yuanzhao Zhang, Michelle Girvan
Machine learning techniques offer an effective approach to modeling dynamical systems solely from observed data. However, without explicit structural priors -- built-in assumptions…
cs.LG2025
Tailored Forecasting from Short Time Series via Meta-learning
Declan A. Norton, Edward Ott, Andrew Pomerance +2
Machine learning models can effectively forecast dynamical systems from time-series data, but they typically require large amounts of past data, making forecasting particularly cha…