{"total":56,"rows":[{"id":"2205.06743","title":"A Comprehensive Survey of Few-shot Learning: Evolution, Applications, Challenges, and Opportunities","created":"2022-05-13","cited_by_count":163,"area":null},{"id":"2108.09666","title":"Relational Embedding for Few-Shot Classification","created":"2021-08-22","cited_by_count":74,"area":null},{"id":"2107.07746","title":"Rectifying the Shortcut Learning of Background for Few-Shot Learning","created":"2021-07-16","cited_by_count":51,"area":null},{"id":"2202.00089","title":"Understanding AdamW through Proximal Methods and Scale-Freeness","created":"2022-01-31","cited_by_count":46,"area":null},{"id":"2103.13582","title":"Learning Dynamic Alignment via Meta-filter for Few-shot Learning","created":"2021-03-25","cited_by_count":41,"area":null},{"id":"2205.02918","title":"Generating Representative Samples for Few-Shot Classification","created":"2022-05-05","cited_by_count":39,"area":null},{"id":"2108.12104","title":"Binocular Mutual Learning for Improving Few-shot Classification","created":"2021-08-27","cited_by_count":26,"area":null},{"id":"2204.00949","title":"Matching Feature Sets for Few-Shot Image Classification","created":"2022-04-02","cited_by_count":25,"area":null},{"id":"2108.04009","title":"Transductive Few-Shot Classification on the Oblique Manifold","created":"2021-08-09","cited_by_count":23,"area":null},{"id":"2203.07057","title":"Self-Promoted Supervision for Few-Shot Transformer","created":"2022-03-14","cited_by_count":22,"area":null},{"id":"2106.05517","title":"Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification","created":"2021-06-10","cited_by_count":18,"area":null},{"id":"2308.10239","title":"From Global to Local: Multi-scale Out-of-distribution Detection","created":"2023-08-20","cited_by_count":18,"area":null},{"id":"2506.16330","title":"Reliable Few-shot Learning under Dual Noises","created":"2025-06-19","cited_by_count":17,"area":null},{"id":"2208.12398","title":"Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification","created":"2022-08-26","cited_by_count":16,"area":null},{"id":"2112.01719","title":"Adaptive Poincar\\'e Point to Set Distance for Few-Shot Classification","created":"2021-12-03","cited_by_count":15,"area":null},{"id":"2110.07720","title":"Decomposing Convolutional Neural Networks into Reusable and Replaceable Modules","created":"2021-10-11","cited_by_count":14,"area":null},{"id":"2302.07937","title":"The Expressive Power of Tuning Only the Normalization Layers","created":"2023-02-15","cited_by_count":13,"area":null},{"id":"2303.06315","title":"DETA: Denoised Task Adaptation for Few-Shot Learning","created":"2023-03-11","cited_by_count":13,"area":null},{"id":"2105.10195","title":"Aligning Visual Prototypes with BERT Embeddings for Few-Shot Learning","created":"2021-05-21","cited_by_count":12,"area":null},{"id":"2111.00232","title":"MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning","created":"2021-10-30","cited_by_count":10,"area":null},{"id":"2103.08160","title":"DMN4: Few-shot Learning via Discriminative Mutual Nearest Neighbor Neural Network","created":"2021-03-15","cited_by_count":9,"area":null},{"id":"2208.10930","title":"FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification","created":"2022-08-23","cited_by_count":9,"area":null},{"id":"2103.16009","title":"Revisiting Local Descriptor for Improved Few-Shot Classification","created":"2021-03-30","cited_by_count":8,"area":null},{"id":"2210.12798","title":"MM-Align: Learning Optimal Transport-based Alignment Dynamics for Fast and Accurate Inference on Missing Modality Sequences","created":"2022-10-23","cited_by_count":8,"area":null},{"id":"2104.14805","title":"Few-Shot Video Object Detection","created":"2021-04-30","cited_by_count":7,"area":null},{"id":"2110.02529","title":"On the Importance of Firth Bias Reduction in Few-Shot Classification","created":"2021-10-06","cited_by_count":7,"area":null},{"id":"2106.05321","title":"Tensor feature hallucination for few-shot learning","created":"2021-06-09","cited_by_count":6,"area":null},{"id":"2108.02953","title":"Few-shot Unsupervised Domain Adaptation with Image-to-class Sparse Similarity Encoding","created":"2021-08-06","cited_by_count":5,"area":null},{"id":"2112.00690","title":"MDFM: Multi-Decision Fusing Model for Few-Shot Learning","created":"2021-12-01","cited_by_count":5,"area":null},{"id":"2203.07738","title":"GCT: Graph Co-Training for Semi-Supervised Few-Shot Learning","created":"2022-03-15","cited_by_count":5,"area":null},{"id":"2502.14158","title":"Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks","created":"2025-02-19","cited_by_count":5,"area":null},{"id":"2101.01480","title":"Local Propagation for Few-Shot Learning","created":"2021-01-05","cited_by_count":4,"area":null},{"id":"2207.08547","title":"Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation","created":"2022-07-18","cited_by_count":4,"area":null},{"id":"2304.14281","title":"Adaptive manifold for imbalanced transductive few-shot learning","created":"2023-04-27","cited_by_count":4,"area":null},{"id":"2311.05538","title":"Embedding Space Interpolation Beyond Mini-Batch, Beyond Pairs and Beyond Examples","created":"2023-11-09","cited_by_count":4,"area":null},{"id":"2409.07989","title":"Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms","created":"2024-09-12","cited_by_count":4,"area":null},{"id":"2210.12348","title":"A Task-aware Dual Similarity Network for Fine-grained Few-shot Learning","created":"2022-10-22","cited_by_count":3,"area":null},{"id":"2206.14868","title":"Teach me how to Interpolate a Myriad of Embeddings","created":"2022-06-29","cited_by_count":2,"area":null},{"id":"2405.15544","title":"Knowledge-enhanced Relation Graph and Task Sampling for Few-shot Molecular Property Prediction","created":"2024-05-24","cited_by_count":2,"area":null},{"id":"2106.10846","title":"Trainable Class Prototypes for Few-Shot Learning","created":"2021-06-21","cited_by_count":1,"area":null},{"id":"2108.11072","title":"Learning Class-level Prototypes for Few-shot Learning","created":"2021-08-25","cited_by_count":1,"area":null},{"id":"2111.00007","title":"Domain Agnostic Few-Shot Learning For Document Intelligence","created":"2021-10-29","cited_by_count":1,"area":null},{"id":"2111.06994","title":"Learning Online for Unified Segmentation and Tracking Models","created":"2021-11-12","cited_by_count":1,"area":null},{"id":"2205.08157","title":"Uncertainty-based Network for Few-shot Image Classification","created":"2022-05-17","cited_by_count":1,"area":null},{"id":"2110.12357","title":"Towards A Conceptually Simple Defensive Approach for Few-shot classifiers Against Adversarial Support Samples","created":"2021-10-24","cited_by_count":0,"area":null},{"id":"2110.13386","title":"Self-Denoising Neural Networks for Few Shot Learning","created":"2021-10-26","cited_by_count":0,"area":null},{"id":"2111.00754","title":"Few-shot learning with improved local representations via bias rectify module","created":"2021-11-01","cited_by_count":0,"area":null},{"id":"2112.12359","title":"Dual Path Structural Contrastive Embeddings for Learning Novel Objects","created":"2021-12-23","cited_by_count":0,"area":null},{"id":"2208.09717","title":"Learning Primitive-aware Discriminative Representations for Few-shot Learning","created":"2022-08-20","cited_by_count":0,"area":null},{"id":"2303.16084","title":"Rethinking matching-based few-shot action recognition","created":"2023-03-28","cited_by_count":0,"area":null},{"id":"2304.06309","title":"Out-of-distribution Few-shot Learning For Edge Devices without Model Fine-tuning","created":"2023-04-13","cited_by_count":0,"area":null},{"id":"2306.01929","title":"Recent Advances of Local Mechanisms in Computer Vision: A Survey and Outlook of Recent Work","created":"2023-06-02","cited_by_count":0,"area":null},{"id":"2505.01255","title":"PREMISE: Matching-based Prediction for Accurate Review Recommendation","created":"2025-05-02","cited_by_count":0,"area":null},{"id":"2507.07994","title":"Doodle Your Keypoints: Sketch-Based Few-Shot Keypoint Detection","created":"2025-07-10","cited_by_count":0,"area":null},{"id":"2509.17638","title":"A$^2$M$^2$-Net: Adaptively Aligned Multi-Scale Moment for Few-Shot Action Recognition","created":"2025-09-22","cited_by_count":0,"area":null},{"id":"2512.21617","title":"CausalFSFG: Rethinking Few-Shot Fine-Grained Visual Categorization from Causal Perspective","created":"2025-12-25","cited_by_count":0,"area":null}],"next_cursor":null}