| 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 |
| HOME: High-Order Mixed-Moment-based Embedding for Representation Learning | Jul 15, 2022 | Linear evaluationRepresentation Learning | —Unverified | 0 |
| Unsupervised Visual Representation Learning by Synchronous Momentum Grouping | Jul 13, 2022 | ClusteringContrastive Learning | CodeCode Available | 0 |
| DSPNet: Towards Slimmable Pretrained Networks based on Discriminative Self-supervised Learning | Jul 13, 2022 | Knowledge DistillationLinear evaluation | —Unverified | 0 |
| Beyond Supervised vs. Unsupervised: Representative Benchmarking and Analysis of Image Representation Learning | Jun 16, 2022 | BenchmarkingClustering | CodeCode Available | 0 |
| Federated Momentum Contrastive Clustering | Jun 10, 2022 | ClusteringLinear evaluation | —Unverified | 0 |
| Self-Supervised Learning for Invariant Representations from Multi-Spectral and SAR Images | May 4, 2022 | domain classificationLinear evaluation | —Unverified | 0 |
| Divergence-aware Federated Self-Supervised Learning | Apr 9, 2022 | Federated LearningFederated Unsupervised Learning | CodeCode Available | 0 |
| VNIbCReg: VICReg with Neighboring-Invariance and better-Covariance Evaluated on Non-stationary Seismic Signal Time Series | Apr 6, 2022 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 0 |
| Measuring Self-Supervised Representation Quality for Downstream Classification using Discriminative Features | Mar 3, 2022 | Linear evaluationSelf-Supervised Learning | —Unverified | 0 |
| Fuse Local and Global Semantics in Representation Learning | Feb 28, 2022 | Linear evaluationRepresentation Learning | —Unverified | 0 |
| Bootstrapped Representation Learning for Skeleton-Based Action Recognition | Feb 4, 2022 | Action RecognitionData Augmentation | —Unverified | 0 |
| Pushing the limits of self-supervised ResNets: Can we outperform supervised learning without labels on ImageNet? | Jan 13, 2022 | image-classificationImage Classification | CodeCode Available | 0 |
| Bridging Video-text Retrieval with Multiple Choice Questions | Jan 13, 2022 | Action RecognitionLinear evaluation | CodeCode Available | 1 |
| Representation Learning via Consistent Assignment of Views to Clusters | Dec 31, 2021 | ClusteringContrastive Learning | CodeCode Available | 0 |
| Exploring the Equivalence of Siamese Self-Supervised Learning via A Unified Gradient Framework | Dec 9, 2021 | Contrastive LearningLinear evaluation | CodeCode Available | 1 |
