2 papers
cs.LG2026
What does a Bayes-filtered transformer believe? A predictive Monte Carlo approach
Afiq Abdillah Effiezal Aswadi, Haotong Ma, Susan Wei
A Bayes-filtered transformer (BFT) is a transformer trained on sequences that are generated in two steps: first a latent task is drawn from a prior, then observations are drawn con…
cs.LG2026
Temporal Task Diversity: Inductive Biases Under Non-Stationarity in Synthetic Sequence Modelling
Afiq Abdillah Effiezal Aswadi, Oliver Britton, Ross Baker +1
Modern deep learning science often assumes that neural networks learn from a fixed data distribution. However, many practically important learning problems involve data distributio…