2 papers
cs.LG2026
Decoupled Optimization for Teacher-Student Semi-Supervised Learning via a Pioneer Student
Haorong Han, Jidong Yuan, Chixuan Wei +1
Semi-supervised learning (SSL) relies on two core mechanisms: self-training under the Teacher-Student (T-S) framework and joint optimization of labeled and unlabeled losses. Despit…
cs.LG2024
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning
Haorong Han, Jidong Yuan, Chixuan Wei +1
Consistency regularization and pseudo-labeling have significantly advanced semi-supervised learning (SSL). Prior works have effectively employed Mixup for consistency regularizatio…