2 papers
cs.LG2025
HINT: Hypernetwork Approach to Training Weight Interval Regions in Continual Learning
Patryk Krukowski, Anna Bielawska, Kamil KsiÄ Å¼ek +3
Recently, a new Continual Learning (CL) paradigm was presented to control catastrophic forgetting, called Interval Continual Learning (InterContiNet), which relies on enforcing int…
cs.LG2025
Bounding Evidence and Estimating Log-Likelihood in VAE
Åukasz Struski, Marcin Mazur, PaweÅ Batorski +2
Many crucial problems in deep learning and statistical inference are caused by a variational gap, i.e., a difference between model evidence (log-likelihood) and evidence lower boun…