Unifying principles of generalization: past, present, and future

CM Wu, B Meder, E Schulz - Annual Review of Psychology, 2024 - annualreviews.org
Generalization, defined as applying limited experiences to novel situations, represents a
cornerstone of human intelligence. Our review traces the evolution and continuity of …

Emotion prediction as computation over a generative theory of mind

SD Houlihan, M Kleiman-Weiner… - … of the Royal …, 2023 - royalsocietypublishing.org
From sparse descriptions of events, observers can make systematic and nuanced
predictions of what emotions the people involved will experience. We propose a formal …

Natural Evolution Strategies as a Black Box Estimator for Stochastic Variational Inference

AA Amin - arXiv preprint arXiv:2308.08053, 2023 - arxiv.org
Stochastic variational inference and its derivatives in the form of variational autoencoders
enjoy the ability to perform Bayesian inference on large datasets in an efficient manner …

Advances in uncertainty modelling: from epistemic uncertainty estimation to generalized generative flow networks

S Lahlou - 2024 - papyrus.bib.umontreal.ca
Decision-making problems often occur under uncertainty, encompassing both aleatoric
uncertainty arising from inherent randomness in processes and epistemic uncertainty due to …