no code implementations • 25 Feb 2024 • Katarzyna Kobalczyk, Mihaela van der Schaar
In noisy and low-data regimes prevalent in real-world applications, an outstanding challenge of machine learning lies in effectively incorporating inductive biases that promote data efficiency and robustness.
no code implementations • 16 Nov 2023 • Max Zhu, Katarzyna Kobalczyk, Andrija Petrovic, Mladen Nikolic, Mihaela van der Schaar, Boris Delibasic, Petro Lio
Despite the prevalence of tabular datasets, few-shot learning remains under-explored within this domain.
1 code implementation • 21 Nov 2022 • Gareth Walley, Aditi Shenvi, Peter Strong, Katarzyna Kobalczyk
However, there currently exists no software that allows a user to leverage the theoretical developments of the CEG model family in modelling processes with structural asymmetries.