{"total":73,"rows":[{"id":"2301.05712","title":"A Survey on Self-supervised Learning: Algorithms, Applications, and Future Trends","created":"2023-01-13","cited_by_count":207,"area":null},{"id":"2106.03149","title":"Large-scale Unsupervised Semantic Segmentation","created":"2021-06-06","cited_by_count":101,"area":null},{"id":"2201.04684","title":"BigDatasetGAN: Synthesizing ImageNet with Pixel-wise Annotations","created":"2022-01-12","cited_by_count":99,"area":null},{"id":"2203.07835","title":"Better Uncertainty Calibration via Proper Scores for Classification and Beyond","created":"2022-03-15","cited_by_count":65,"area":null},{"id":"2209.01814","title":"RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection","created":"2022-09-05","cited_by_count":55,"area":null},{"id":"2110.02473","title":"The Power of Contrast for Feature Learning: A Theoretical Analysis","created":"2021-10-06","cited_by_count":53,"area":null},{"id":"2207.14381","title":"Pro-tuning: Unified Prompt Tuning for Vision Tasks","created":"2022-07-28","cited_by_count":53,"area":null},{"id":"2106.07807","title":"Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data","created":"2021-06-14","cited_by_count":50,"area":null},{"id":"2204.07596","title":"Perfectly Balanced: Improving Transfer and Robustness of Supervised Contrastive Learning","created":"2022-04-15","cited_by_count":40,"area":null},{"id":"2202.01339","title":"Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty","created":"2022-02-01","cited_by_count":37,"area":null},{"id":"2112.00496","title":"Revisiting the Transferability of Supervised Pretraining: an MLP Perspective","created":"2021-12-01","cited_by_count":36,"area":null},{"id":"2505.12477","title":"Joint Embedding vs Reconstruction: Provable Benefits of Latent Space Prediction for Self Supervised Learning","created":"2025-05-18","cited_by_count":36,"area":null},{"id":"2110.06014","title":"Rethinking Supervised Pre-training for Better Downstream Transferring","created":"2021-10-12","cited_by_count":35,"area":null},{"id":"2305.19753","title":"The Tunnel Effect: Building Data Representations in Deep Neural Networks","created":"2023-05-31","cited_by_count":34,"area":null},{"id":"2108.05930","title":"A Systematic Benchmarking Analysis of Transfer Learning for Medical Image Analysis","created":"2021-08-12","cited_by_count":31,"area":null},{"id":"2305.16536","title":"Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression","created":"2023-05-25","cited_by_count":30,"area":null},{"id":"2302.02865","title":"Probabilistic Contrastive Learning Recovers the Correct Aleatoric Uncertainty of Ambiguous Inputs","created":"2023-02-06","cited_by_count":29,"area":null},{"id":"2403.18550","title":"OrCo: Towards Better Generalization via Orthogonality and Contrast for Few-Shot Class-Incremental Learning","created":"2024-03-27","cited_by_count":26,"area":null},{"id":"2111.03220","title":"Augmentations in Graph Contrastive Learning: Current Methodological Flaws & Towards Better Practices","created":"2021-11-05","cited_by_count":25,"area":null},{"id":"2111.13011","title":"Transferability Metrics for Selecting Source Model Ensembles","created":"2021-11-25","cited_by_count":24,"area":null},{"id":"2211.08129","title":"Self-supervised remote sensing feature learning: Learning Paradigms, Challenges, and Future Works","created":"2022-11-15","cited_by_count":24,"area":null},{"id":"2212.12206","title":"Understanding and Improving Transfer Learning of Deep Models via Neural Collapse","created":"2022-12-23","cited_by_count":24,"area":null},{"id":"2203.14221","title":"How Severe is Benchmark-Sensitivity in Video Self-Supervised Learning?","created":"2022-03-27","cited_by_count":23,"area":null},{"id":"2303.09992","title":"LION: Implicit Vision Prompt Tuning","created":"2023-03-17","cited_by_count":22,"area":null},{"id":"2307.04378","title":"Towards Generalizable Diabetic Retinopathy Grading in Unseen Domains","created":"2023-07-10","cited_by_count":21,"area":null},{"id":"2204.07344","title":"CAiD: Context-Aware Instance Discrimination for Self-supervised Learning in Medical Imaging","created":"2022-04-15","cited_by_count":18,"area":null},{"id":"2306.04160","title":"Rethinking Weak Supervision in Helping Contrastive Learning","created":"2023-06-07","cited_by_count":18,"area":null},{"id":"2302.13602","title":"The Role of Pre-training Data in Transfer Learning","created":"2023-02-27","cited_by_count":17,"area":null},{"id":"2312.08589","title":"Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors","created":"2023-12-14","cited_by_count":11,"area":null},{"id":"2410.05627","title":"CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning","created":"2024-10-08","cited_by_count":11,"area":null},{"id":"2406.02929","title":"ZeroDiff: Solidified Visual-Semantic Correlation in Zero-Shot Learning","created":"2024-06-05","cited_by_count":10,"area":null},{"id":"2207.04398","title":"Self-supervised Learning with Local Contrastive Loss for Detection and Semantic Segmentation","created":"2022-07-10","cited_by_count":8,"area":null},{"id":"2208.10642","title":"Anatomy-Aware Contrastive Representation Learning for Fetal Ultrasound","created":"2022-08-22","cited_by_count":8,"area":null},{"id":"2304.13287","title":"ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning","created":"2023-04-26","cited_by_count":6,"area":null},{"id":"2403.16913","title":"New Intent Discovery with Attracting and Dispersing Prototype","created":"2024-03-25","cited_by_count":6,"area":null},{"id":"2204.08226","title":"Empirical Evaluation and Theoretical Analysis for Representation Learning: A Survey","created":"2022-04-18","cited_by_count":5,"area":null},{"id":"2310.10184","title":"Continual Generalized Intent Discovery: Marching Towards Dynamic and Open-world Intent Recognition","created":"2023-10-16","cited_by_count":5,"area":null},{"id":"2311.13321","title":"Revisiting Supervision for Continual Representation Learning","created":"2023-11-22","cited_by_count":5,"area":null},{"id":"2207.09767","title":"Collaborating Domain-shared and Target-specific Feature Clustering for Cross-domain 3D Action Recognition","created":"2022-07-20","cited_by_count":4,"area":null},{"id":"2302.01793","title":"Self-Supervised In-Domain Representation Learning for Remote Sensing Image Scene Classification","created":"2023-02-03","cited_by_count":4,"area":null},{"id":"2310.00847","title":"Can Pre-trained Networks Detect Familiar Out-of-Distribution Data?","created":"2023-10-02","cited_by_count":4,"area":null},{"id":"2504.05706","title":"SEVERE++: Evaluating Benchmark Sensitivity in Generalization of Video Representation Learning","created":"2025-04-08","cited_by_count":4,"area":null},{"id":"2210.05557","title":"OPERA: Omni-Supervised Representation Learning with Hierarchical Supervisions","created":"2022-10-11","cited_by_count":3,"area":null},{"id":"2211.16299","title":"Transferability Estimation Based On Principal Gradient Expectation","created":"2022-11-29","cited_by_count":3,"area":null},{"id":"2301.02524","title":"Tackling Data Bias in Painting Classification with Style Transfer","created":"2023-01-06","cited_by_count":3,"area":null},{"id":"2306.11898","title":"Relating tSNE and UMAP to Classical Dimensionality Reduction","created":"2023-06-20","cited_by_count":3,"area":null},{"id":"2309.12382","title":"SCOB: Universal Text Understanding via Character-wise Supervised Contrastive Learning with Online Text Rendering for Bridging Domain Gap","created":"2023-09-21","cited_by_count":3,"area":null},{"id":"2311.02392","title":"Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification","created":"2023-11-04","cited_by_count":3,"area":null},{"id":"2410.07014","title":"Optimizing Estimators of Squared Calibration Errors in Classification","created":"2024-10-09","cited_by_count":3,"area":null},{"id":"2212.10823","title":"Continual Contrastive Finetuning Improves Low-Resource Relation Extraction","created":"2022-12-21","cited_by_count":2,"area":null},{"id":"2307.02712","title":"Multi-Similarity Contrastive Learning","created":"2023-07-06","cited_by_count":2,"area":null},{"id":"2312.09589","title":"Improving Cross-domain Few-shot Classification with Multilayer Perceptron","created":"2023-12-15","cited_by_count":2,"area":null},{"id":"2402.05356","title":"Exploring Learning Complexity for Efficient Downstream Dataset Pruning","created":"2024-02-08","cited_by_count":2,"area":null},{"id":"2407.14676","title":"On Learning Discriminative Features from Synthesized Data for Self-Supervised Fine-Grained Visual Recognition","created":"2024-07-19","cited_by_count":2,"area":null},{"id":"2409.07292","title":"A Unified Contrastive Loss for Self-Training","created":"2024-09-11","cited_by_count":2,"area":null},{"id":"2503.02645","title":"A Generalized Theory of Mixup for Structure-Preserving Synthetic Data","created":"2025-03-03","cited_by_count":2,"area":null},{"id":"2503.08203","title":"A Theoretical Framework for Preventing Class Collapse in Supervised Contrastive Learning","created":"2025-03-11","cited_by_count":2,"area":null},{"id":"2507.17588","title":"Dual-branch Prompting for Multimodal Machine Translation","created":"2025-07-23","cited_by_count":2,"area":null},{"id":"2202.03365","title":"Simple Control Baselines for Evaluating Transfer Learning","created":"2022-02-07","cited_by_count":1,"area":null},{"id":"2409.08509","title":"Exploiting Supervised Poison Vulnerability to Strengthen Self-Supervised Defense","created":"2024-09-13","cited_by_count":1,"area":null},{"id":"2506.09810","title":"Generalizing Supervised Contrastive learning: A Projection Perspective","created":"2025-06-11","cited_by_count":1,"area":null},{"id":"2603.00478","title":"Benchmarking Few-shot Transferability of Pre-trained Models with Improved Evaluation Protocols","created":"2026-02-28","cited_by_count":1,"area":null},{"id":"2204.09134","title":"Diverse Imagenet Models Transfer Better","created":"2022-04-19","cited_by_count":0,"area":null},{"id":"2205.13279","title":"Triangular Contrastive Learning on Molecular Graphs","created":"2022-05-26","cited_by_count":0,"area":null},{"id":"2209.12157","title":"Dive into Self-Supervised Learning for Medical Image Analysis: Data, Models and Tasks","created":"2022-09-25","cited_by_count":0,"area":null},{"id":"2302.02502","title":"Rethinking Robust Contrastive Learning from the Adversarial Perspective","created":"2023-02-05","cited_by_count":0,"area":null},{"id":"2309.15486","title":"Transferability of Representations Learned using Supervised Contrastive Learning Trained on a Multi-Domain Dataset","created":"2023-09-27","cited_by_count":0,"area":null},{"id":"2310.11862","title":"Learning to Generate Parameters of ConvNets for Unseen Image Data","created":"2023-10-18","cited_by_count":0,"area":null},{"id":"2408.01827","title":"ST-SACLF: Style Transfer Informed Self-Attention Classifier for Bias-Aware Painting Classification","created":"2024-08-03","cited_by_count":0,"area":null},{"id":"2408.12629","title":"Continual Gesture Learning without Data via Synthetic Feature Sampling","created":"2024-08-21","cited_by_count":0,"area":null},{"id":"2506.22726","title":"XTransfer: Modality-Agnostic Few-Shot Model Transfer for Human Sensing at the Edge","created":"2025-06-28","cited_by_count":0,"area":null},{"id":"2509.19664","title":"MoTiC: Momentum Tightness and Contrast for Few-Shot Class-Incremental Learning","created":"2025-09-24","cited_by_count":0,"area":null},{"id":"2602.12401","title":"ZeroDiff++: Substantial Unseen Visual-semantic Correlation in Zero-shot Learning","created":"2026-02-12","cited_by_count":0,"area":null}],"next_cursor":null}