Research

List of publications (including preprints),

• In-Context Multi-Operator Learning with DeepOSets, with Shao-Ting Chiu, Ali Syed, Jonathan Siegel, and Ulisses Braga-Neto
• In this paper, we show that the DeepOSets architecture, with the appropriate modifications, is a multi-operator in-context learner that can recover the solution operator of a new PDE, not seen during training, from example pairs of parameter and solution placed in a user prompt, without any weight updates. Furthermore, we show that DeepOSets is a universal uniform approximator over a class of continuous operators
• Preprint available at https://arxiv.org/abs/2512.16074