Label Noise: Correcting a Correction. - William Toner; Amos J. Storkey (CoRR, 2023)

An Analysis of Linear Time Series Forecasting Models. - William Toner; Luke Nicholas Darlow (ICML, 2024)

Noisy Early Stopping for Noisy Labels. - William Toner; Amos J. Storkey (CoRR, 2024)

Lightweight Online Adaption for Time Series Foundation Model Forecasts. - Thomas L. Lee; William Toner; Rajkarn Singh; Artjom Joosem; Martin Asenov (CoRR, 2025)

Performance of Zero-Shot Time Series Foundation Models on Cloud Data. - William Toner; Thomas L. Lee; Artjom Joosen; Rajkarn Singh; Martin Asenov (CoRR, 2025)