Aug 2026
Certified Streaming Updates for Machine Learning Models under Limited Throughput.
This paper introduces Scalable Streaming Learning via online Sampling (S3), an efficient model-updating framework designed to handle limited-throughput streaming data while theoretically guaranteeing an approximation to the complete retrained model.
Dongxie Wen, Lu Yi, Feng-Tai Li et al.
· IEEE Transactions on Pattern... · 0 citations