{"total":86,"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":"2104.05919","title":"Document-Level Event Argument Extraction by Conditional Generation","created":"2021-04-13","cited_by_count":155,"area":null},{"id":"2203.04291","title":"Learning from Few Examples: A Summary of Approaches to Few-Shot Learning","created":"2022-03-07","cited_by_count":86,"area":null},{"id":"2110.07059","title":"Subspace Regularizers for Few-Shot Class Incremental Learning","created":"2021-10-13","cited_by_count":56,"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":"2204.13423","title":"Hybrid Relation Guided Set Matching for Few-shot Action Recognition","created":"2022-04-28","cited_by_count":50,"area":null},{"id":"2101.02833","title":"Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition","created":"2021-01-08","cited_by_count":48,"area":null},{"id":"2301.12246","title":"A Closer Look at Few-shot Classification Again","created":"2023-01-28","cited_by_count":46,"area":null},{"id":"2106.02695","title":"Meta-Learning with Fewer Tasks through Task Interpolation","created":"2021-06-04","cited_by_count":45,"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":"2303.02982","title":"CLIP-guided Prototype Modulating for Few-shot Action Recognition","created":"2023-03-06","cited_by_count":41,"area":null},{"id":"2304.00946","title":"MoLo: Motion-augmented Long-short Contrastive Learning for Few-shot Action Recognition","created":"2023-04-03","cited_by_count":37,"area":null},{"id":"2104.05763","title":"Few-shot Intent Classification and Slot Filling with Retrieved Examples","created":"2021-04-12","cited_by_count":35,"area":null},{"id":"2112.00260","title":"Ranking Distance Calibration for Cross-Domain Few-Shot Learning","created":"2021-12-01","cited_by_count":27,"area":null},{"id":"2109.13023","title":"An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling","created":"2021-09-27","cited_by_count":26,"area":null},{"id":"2206.13074","title":"Leveraging Language for Accelerated Learning of Tool Manipulation","created":"2022-06-27","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":"2405.02077","title":"MVP-Shot: Multi-Velocity Progressive-Alignment Framework for Few-Shot Action Recognition","created":"2024-05-03","cited_by_count":25,"area":null},{"id":"2308.09346","title":"Boosting Few-shot Action Recognition with Graph-guided Hybrid Matching","created":"2023-08-18","cited_by_count":24,"area":null},{"id":"2105.08149","title":"Deep Metric Learning for Few-Shot Image Classification: A Review of Recent Developments","created":"2021-05-17","cited_by_count":23,"area":null},{"id":"2204.05751","title":"Decomposed Meta-Learning for Few-Shot Named Entity Recognition","created":"2022-04-12","cited_by_count":22,"area":null},{"id":"2107.12262","title":"Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text Classification","created":"2021-07-26","cited_by_count":18,"area":null},{"id":"2208.08023","title":"Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes","created":"2022-08-17","cited_by_count":17,"area":null},{"id":"2101.09499","title":"Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning","created":"2021-01-23","cited_by_count":15,"area":null},{"id":"2110.05076","title":"A Closer Look at Prototype Classifier for Few-shot Image Classification","created":"2021-10-11","cited_by_count":15,"area":null},{"id":"2112.08181","title":"Hierarchical Variational Memory for Few-shot Learning Across Domains","created":"2021-12-15","cited_by_count":14,"area":null},{"id":"2212.04873","title":"Multimodal Prototype-Enhanced Network for Few-Shot Action Recognition","created":"2022-12-09","cited_by_count":13,"area":null},{"id":"2211.04337","title":"Prompt-Based Metric Learning for Few-Shot NER","created":"2022-11-08","cited_by_count":12,"area":null},{"id":"2301.01156","title":"Reference Twice: A Simple and Unified Baseline for Few-Shot Instance Segmentation","created":"2023-01-03","cited_by_count":12,"area":null},{"id":"2301.03330","title":"HyRSM++: Hybrid Relation Guided Temporal Set Matching for Few-shot Action Recognition","created":"2023-01-09","cited_by_count":12,"area":null},{"id":"2106.08523","title":"ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-shot Learning","created":"2021-06-16","cited_by_count":11,"area":null},{"id":"2112.03340","title":"Label Hallucination for Few-Shot Classification","created":"2021-12-06","cited_by_count":11,"area":null},{"id":"2109.04707","title":"Knowledge-Aware Meta-learning for Low-Resource Text Classification","created":"2021-09-10","cited_by_count":10,"area":null},{"id":"2312.15731","title":"Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement","created":"2023-12-25","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":"2310.10125","title":"Few-shot Action Recognition with Captioning Foundation Models","created":"2023-10-16","cited_by_count":9,"area":null},{"id":"2310.18713","title":"Episodic Multi-Task Learning with Heterogeneous Neural Processes","created":"2023-10-28","cited_by_count":8,"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":"2103.02333","title":"Few-shot Learning for Slot Tagging with Attentive Relational Network","created":"2021-03-03","cited_by_count":6,"area":null},{"id":"2106.05321","title":"Tensor feature hallucination for few-shot learning","created":"2021-06-09","cited_by_count":6,"area":null},{"id":"2106.07343","title":"Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling","created":"2021-05-25","cited_by_count":6,"area":null},{"id":"2109.07785","title":"MHFC: Multi-Head Feature Collaboration for Few-Shot Learning","created":"2021-09-16","cited_by_count":6,"area":null},{"id":"2110.07510","title":"Omni-Training: Bridging Pre-Training and Meta-Training for Few-Shot Learning","created":"2021-10-14","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":"2202.06498","title":"Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation","created":"2022-02-14","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":"2305.01901","title":"Few-shot Event Detection: An Empirical Study and a Unified View","created":"2023-05-03","cited_by_count":5,"area":null},{"id":"2409.19210","title":"Learning to Obstruct Few-Shot Image Classification over Restricted Classes","created":"2024-09-28","cited_by_count":5,"area":null},{"id":"2106.14467","title":"Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning","created":"2021-06-28","cited_by_count":4,"area":null},{"id":"2211.16019","title":"PatchMix Augmentation to Identify Causal Features in Few-shot Learning","created":"2022-11-29","cited_by_count":4,"area":null},{"id":"2307.15317","title":"DiffKendall: A Novel Approach for Few-Shot Learning with Differentiable Kendall's Rank Correlation","created":"2023-07-28","cited_by_count":4,"area":null},{"id":"2312.01083","title":"Consistency Prototype Module and Motion Compensation for Few-Shot Action Recognition (CLIP-CP$\\mathbf{M^2}$C)","created":"2023-12-02","cited_by_count":4,"area":null},{"id":"2312.07961","title":"Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation Purification","created":"2023-12-13","cited_by_count":4,"area":null},{"id":"2602.18043","title":"Spatio-temporal Decoupled Knowledge Compensator for Few-Shot Action Recognition","created":"2026-02-20","cited_by_count":4,"area":null},{"id":"2403.06768","title":"XB-MAML: Learning Expandable Basis Parameters for Effective Meta-Learning with Wide Task Coverage","created":"2024-03-11","cited_by_count":3,"area":null},{"id":"2411.15099","title":"Context-Aware Multimodal Pretraining","created":"2024-11-22","cited_by_count":3,"area":null},{"id":"2105.03781","title":"MetaKernel: Learning Variational Random Features with Limited Labels","created":"2021-05-08","cited_by_count":2,"area":null},{"id":"2204.12466","title":"Meta-free few-shot learning via representation learning with weight averaging","created":"2022-04-26","cited_by_count":2,"area":null},{"id":"2210.03595","title":"Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps","created":"2022-10-07","cited_by_count":2,"area":null},{"id":"2212.11771","title":"Few-shot human motion prediction for heterogeneous sensors","created":"2022-12-22","cited_by_count":2,"area":null},{"id":"2303.06304","title":"Multi-Content Interaction Network for Few-Shot Segmentation","created":"2023-03-11","cited_by_count":2,"area":null},{"id":"2306.05189","title":"EMO: Episodic Memory Optimization for Few-Shot Meta-Learning","created":"2023-06-08","cited_by_count":2,"area":null},{"id":"2307.04114","title":"FILM: How can Few-Shot Image Classification Benefit from Pre-Trained Language Models?","created":"2023-07-09","cited_by_count":2,"area":null},{"id":"2110.11128","title":"A Strong Baseline for Semi-Supervised Incremental Few-Shot Learning","created":"2021-10-21","cited_by_count":1,"area":null},{"id":"2204.08090","title":"Learning Compositional Representations for Effective Low-Shot Generalization","created":"2022-04-17","cited_by_count":1,"area":null},{"id":"2210.02476","title":"BaseTransformers: Attention over base data-points for One Shot Learning","created":"2022-10-05","cited_by_count":1,"area":null},{"id":"2307.07946","title":"Unifying Token and Span Level Supervisions for Few-Shot Sequence Labeling","created":"2023-07-16","cited_by_count":1,"area":null},{"id":"2311.13929","title":"MetaFBP: Learning to Learn High-Order Predictor for Personalized Facial Beauty Prediction","created":"2023-11-23","cited_by_count":1,"area":null},{"id":"2312.01431","title":"D$^2$ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition","created":"2023-12-03","cited_by_count":1,"area":null},{"id":"2505.17475","title":"PoseBH: Prototypical Multi-Dataset Training Beyond Human Pose Estimation","created":"2025-05-23","cited_by_count":1,"area":null},{"id":"2109.05234","title":"Prior Omission of Dissimilar Source Domain(s) for Cost-Effective Few-Shot Learning","created":"2021-09-11","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":"2205.07864","title":"Privacy Enhancement for Cloud-Based Few-Shot Learning","created":"2022-05-10","cited_by_count":0,"area":null},{"id":"2205.15014","title":"Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification","created":"2022-05-30","cited_by_count":0,"area":null},{"id":"2207.04050","title":"Few-Example Clustering via Contrastive Learning","created":"2022-07-08","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":"2306.09702","title":"A Hierarchical Bayesian Model for Deep Few-Shot Meta Learning","created":"2023-06-16","cited_by_count":0,"area":null},{"id":"2312.16612","title":"Exploring intra-task relations to improve meta-learning algorithms","created":"2023-12-27","cited_by_count":0,"area":null},{"id":"2401.15834","title":"Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes","created":"2024-01-29","cited_by_count":0,"area":null},{"id":"2412.00426","title":"Few-Shot Domain Adaptation for Named-Entity Recognition via Joint Constrained k-Means and Subspace Selection","created":"2024-11-30","cited_by_count":0,"area":null},{"id":"2504.10079","title":"Hierarchical Relation-augmented Representation Generalization for Few-shot Action Recognition","created":"2025-04-14","cited_by_count":0,"area":null},{"id":"2504.14907","title":"Dynamic Graph-Like Learning with Contrastive Clustering on Temporally-Factored Ship Motion Data for Imbalanced Sea State Estimation in Autonomous Vessel","created":"2025-04-21","cited_by_count":0,"area":null},{"id":"2504.20797","title":"Partitioned Memory Storage Inspired Few-Shot Class-Incremental learning","created":"2025-04-29","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":"2511.11632","title":"Toward Better Generalization in Few-Shot Learning through the Meta-Component Combination","created":"2025-11-07","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}