| Flaky Performances when Pretraining on Relational Databases | Nov 9, 2022 | Graph Neural NetworkLinear evaluation | —Unverified | 0 |
| Unsupervised Visual Representation Learning via Mutual Information Regularized Assignment | Nov 4, 2022 | Linear evaluationPseudo Label | CodeCode Available | 0 |
| Depth Contrast: Self-Supervised Pretraining on 3DPM Images for Mining Material Classification | Oct 18, 2022 | Linear evaluationMaterial Classification | CodeCode Available | 0 |
| Correlation between Alignment-Uniformity and Performance of Dense Contrastive Representations | Oct 17, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 0 |
| Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps | Oct 7, 2022 | Few-Shot LearningLinear evaluation | —Unverified | 0 |
| Slimmable Networks for Contrastive Self-supervised Learning | Sep 30, 2022 | Contrastive LearningKnowledge Distillation | CodeCode Available | 0 |
| Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification | Aug 13, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 2 |
| Revisiting the Critical Factors of Augmentation-Invariant Representation Learning | Jul 30, 2022 | Linear evaluationRepresentation Learning | CodeCode Available | 1 |
| Fast-MoCo: Boost Momentum-based Contrastive Learning with Combinatorial Patches | Jul 17, 2022 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
| On the Importance of Hyperparameters and Data Augmentation for Self-Supervised Learning | Jul 16, 2022 | Bayesian OptimizationData Augmentation | —Unverified | 0 |