2 papers
q-bio.PE2024
Variational methods for Learning Multilevel Genetic Algorithms using the Kantorovich Monad
Jonathan Warrell, Francesco Alesiani, Cameron Smith +2
Levels of selection and multilevel evolutionary processes are essential concepts in evolutionary theory, and yet there is a lack of common mathematical models for these core ideas.…
cs.LG2023
Continual Invariant Risk Minimization
Francesco Alesiani, Shujian Yu, Mathias Niepert
Empirical risk minimization can lead to poor generalization behavior on unseen environments if the learned model does not capture invariant feature representations. Invariant risk…