Showing 2024Show all
2 papers · 1 filter
cs.LG2024
FLOPS: Forward Learning with OPtimal Sampling
Tao Ren, Zishi Zhang, Jinyang Jiang +4
Given the limitations of backpropagation, perturbation-based gradient computation methods have recently gained focus for learning with only forward passes, also referred to as quer…
stat.ME2024
Sample-Efficient "Clustering and Conquer" Procedures for Parallel Large-Scale Ranking and Selection
Zishi Zhang, Yijie Peng
This work aims to improve the sample efficiency of parallel large-scale ranking and selection (R&S) problems by leveraging correlation information. We modify the commonly used "div…