| SemiReward: A General Reward Model for Semi-supervised Learning | ✓ Link | 15.62 | SemiReward | 2023-10-04 |
| USB: A Unified Semi-supervised Learning Benchmark for Classification | ✓ Link | 16.8 | ReMixMatch | 2022-08-12 |
| ViTSGMM: A Robust Semi-Supervised Image Recognition Network Using Sparse Labels | ✓ Link | 26.59 | SemiOccam | 2025-06-04 |
| SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning | | 31.39±0.47 | Semi-SST (ViT-Small) | 2025-05-31 |
| Shrinking Class Space for Enhanced Certainty in Semi-Supervised Learning | ✓ Link | 35.36 | ShrinkMatch | 2023-08-13 |
| SST: Self-training with Self-adaptive Thresholding for Semi-supervised Learning | | 35.50±0.58 | Super-SST (ViT-Small) | 2025-05-31 |
| Probabilistic Contrastive Learning for Domain Adaptation | ✓ Link | 35.75±0.53 | PCL (Flexmatch) | 2021-11-11 |
| SimMatch: Semi-supervised Learning with Similarity Matching | ✓ Link | 37.81 | SimMatch | 2022-03-14 |
| FreeMatch: Self-adaptive Thresholding for Semi-supervised Learning | ✓ Link | 37.98 | FreeMatch | 2022-05-15 |
| NP-Match: When Neural Processes meet Semi-Supervised Learning | ✓ Link | 38.67 | NP-Match | 2022-07-03 |
| Class-Aware Contrastive Semi-Supervised Learning | ✓ Link | 38.81 | CCSSL(FixMatch) | 2022-03-04 |
| FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling | ✓ Link | 39.94±1.62 | FlexMatch | 2021-10-15 |
| []() | | 40.25±0.95 | FixMatch+DM | |
| DoubleMatch: Improving Semi-Supervised Learning with Self-Supervision | ✓ Link | 41.83± 1.22 | DoubleMatch | 2022-05-11 |
| Probabilistic Contrastive Learning for Domain Adaptation | ✓ Link | 42.38±2.52 | PCL (Fixmatch) | 2021-11-11 |
| DP-SSL: Towards Robust Semi-supervised Learning with A Few Labeled Samples | | 43.17±1.29 | DP-SSL | 2021-10-26 |
| ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring | ✓ Link | 44.28±2.06 | ReMixMatch | 2019-11-21 |
| Dash: Semi-Supervised Learning with Dynamic Thresholding | | 44.76±0.96 | Dash
(RA, WRN-28-8) | 2021-09-01 |
| Dash: Semi-Supervised Learning with Dynamic Thresholding | | 44.83±1.36 | Dash
(CTA, WRN-28-8) | 2021-09-01 |
| Contrastive Regularization for Semi-Supervised Learning | | 49.23 | FixMatch+CR | 2022-01-17 |
| FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence | ✓ Link | 49.95±3.01 | FixMatch (CTA) | 2020-01-21 |