| Ludwig: a type-based declarative deep learning toolbox | Sep 17, 2019 | DecoderDeep Learning | CodeCode Available | 3 | 5 |
| PsyDT: Using LLMs to Construct the Digital Twin of Psychological Counselor with Personalized Counseling Style for Psychological Counseling | Dec 18, 2024 | One-Shot Learning | CodeCode Available | 3 | 5 |
| Prototypical Networks for Few-shot Learning | Mar 15, 2017 | Category-Agnostic Pose EstimationFew-Shot Image Classification | CodeCode Available | 2 | 5 |
| One-Shot Learning as Instruction Data Prospector for Large Language Models | Dec 16, 2023 | One-Shot Learning | CodeCode Available | 1 | 5 |
| Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks | Mar 9, 2017 | Category-Agnostic Pose EstimationFew-Shot Image Classification | CodeCode Available | 1 | 5 |
| One-Shot Instance Segmentation | Nov 28, 2018 | Few-Shot LearningFew-Shot Object Detection | CodeCode Available | 1 | 5 |
| Grounded Language Learning Fast and Slow | Sep 3, 2020 | Grounded language learningMeta-Learning | CodeCode Available | 1 | 5 |
| Dynamic Few-Shot Visual Learning without Forgetting | Apr 25, 2018 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 | 5 |
| EfficientWord-Net: An Open Source Hotword Detection Engine based on One-shot Learning | Oct 31, 2021 | One-Shot Learning | CodeCode Available | 1 | 5 |
| FETA: Towards Specializing Foundation Models for Expert Task Applications | Sep 8, 2022 | Domain GeneralizationFew-Shot Learning | CodeCode Available | 1 | 5 |
| 'Less Than One'-Shot Learning: Learning N Classes From M<N Samples | Sep 17, 2020 | Few-Shot LearningOne-Shot Learning | CodeCode Available | 1 | 5 |
| Matching Networks for One Shot Learning | Jun 13, 2016 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 | 5 |
| One Line To Rule Them All: Generating LO-Shot Soft-Label Prototypes | Feb 15, 2021 | AllOne-Shot Learning | CodeCode Available | 1 | 5 |
| CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network | Aug 20, 2024 | Action ClassificationAction Classification (1-shot) | CodeCode Available | 1 | 5 |
| CoreDiff: Contextual Error-Modulated Generalized Diffusion Model for Low-Dose CT Denoising and Generalization | Apr 4, 2023 | Computed Tomography (CT)Denoising | CodeCode Available | 1 | 5 |
| An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing | Jul 20, 2023 | Federated LearningOne-Shot Learning | CodeCode Available | 1 | 5 |
| Differentiable Wavetable Synthesis | Nov 19, 2021 | Audio SynthesisOne-Shot Learning | CodeCode Available | 1 | 5 |
| Anatomical Data Augmentation via Fluid-based Image Registration | Jul 5, 2020 | Data AugmentationImage Augmentation | CodeCode Available | 1 | 5 |
| Efficient Cross-Validation of Echo State Networks | Aug 22, 2019 | One-Shot LearningTime Series | CodeCode Available | 1 | 5 |
| Efficient implementations of echo state network cross-validation | Jun 19, 2020 | One-Shot LearningTime Series | CodeCode Available | 1 | 5 |
| Adjoined Networks: A Training Paradigm with Applications to Network Compression | Jun 10, 2020 | Knowledge DistillationNeural Architecture Search | CodeCode Available | 1 | 5 |
| BaseTransformers: Attention over base data-points for One Shot Learning | Oct 5, 2022 | Few-Shot Image ClassificationOne-Shot Learning | CodeCode Available | 1 | 5 |
| Detecting Hate Speech with GPT-3 | Mar 23, 2021 | Few-Shot LearningHate Speech Detection | CodeCode Available | 1 | 5 |
| An Overview of Deep Learning Architectures in Few-Shot Learning Domain | Aug 12, 2020 | Deep LearningFew-Shot Learning | CodeCode Available | 1 | 5 |
| Echo-SyncNet: Self-supervised Cardiac View Synchronization in Echocardiography | Feb 3, 2021 | One-Shot LearningSelf-Supervised Learning | CodeCode Available | 1 | 5 |
