2 papers
stat.ML2024
Meta-Posterior Consistency for the Bayesian Inference of Metastable System
Zachary P Adams, Sayan Mukherjee
The vast majority of the literature on learning dynamical systems or stochastic processes from time series has focused on stable or ergodic systems, for both Bayesian and frequenti…
cs.AI2024
Pragmatist Intelligence: Where the Principle of Usefulness Can Take ANNs
Antonio Bikić, Sayan Mukherjee
Artificial neural networks (ANNs) perform extraordinarily on numerous tasks including classification or prediction, e.g., speech processing and image classification. These new func…