Improved Off-policy Reinforcement Learning in Biological Sequence Design

H Kim, M Kim, T Yun, S Choi, E Bengio… - arxiv preprint arxiv …, 2024 - arxiv.org
Designing biological sequences with desired properties is a significant challenge due to the
combinatorially vast search space and the high cost of evaluating each candidate sequence …

Variational Search Distributions

DM Steinberg, R Oliveira, CS Ong… - arxiv preprint arxiv …, 2024 - arxiv.org
We develop variational search distributions (VSD), a method for finding discrete,
combinatorial designs of a rare desired class in a batch sequential manner with a fixed …