High-temperature reverse-KL pretraining followed by reweighting-based annealing lets normalizing flows sample Boltzmann distributions of peptides up to hexapeptide without mode collapse and with fewer target energy evaluations.
Beyond ELBOs : A Large-Scale Evaluation of Variational Methods for Sampling
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
ACCEPT 1representative citing papers
citing papers explorer
-
Temperature-Annealed Boltzmann Generators
High-temperature reverse-KL pretraining followed by reweighting-based annealing lets normalizing flows sample Boltzmann distributions of peptides up to hexapeptide without mode collapse and with fewer target energy evaluations.