| 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 Instance Segmentation | Nov 28, 2018 | Few-Shot LearningFew-Shot Object Detection | 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 |
| Anatomical Data Augmentation via Fluid-based Image Registration | Jul 5, 2020 | Data AugmentationImage Augmentation | CodeCode Available | 1 | 5 |
| Typilus: Neural Type Hints | Apr 6, 2020 | Graph Neural NetworkOne-Shot Learning | CodeCode Available | 1 | 5 |
| One-Shot Learning for Language Modelling | Jul 19, 2020 | BIG-bench Machine LearningLanguage Modelling | CodeCode Available | 1 | 5 |
| One-shot Text Field Labeling using Attention and Belief Propagation for Structure Information Extraction | Sep 9, 2020 | One-Shot LearningText Detection | CodeCode Available | 1 | 5 |
| Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation | Oct 5, 2021 | Data AugmentationImage Segmentation | CodeCode Available | 1 | 5 |
| FETA: Towards Specializing Foundation Models for Expert Task Applications | Sep 8, 2022 | Domain GeneralizationFew-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 |
| 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 |
| Matching Networks for One Shot Learning | Jun 13, 2016 | Few-Shot Image ClassificationFew-Shot Learning | 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 |
| One-Shot Learning as Instruction Data Prospector for Large Language Models | Dec 16, 2023 | One-Shot Learning | CodeCode Available | 1 | 5 |
| Differentiable Wavetable Synthesis | Nov 19, 2021 | Audio SynthesisOne-Shot Learning | CodeCode Available | 1 | 5 |
| One-Shot Learning for Semantic Segmentation | Sep 11, 2017 | General Classificationimage-classification | CodeCode Available | 1 | 5 |
| One-Shot Recognition of Manufacturing Defects in Steel Surfaces | May 12, 2020 | Data AugmentationImage Classification | CodeCode Available | 1 | 5 |
| Efficient implementations of echo state network cross-validation | Jun 19, 2020 | One-Shot LearningTime Series | CodeCode Available | 1 | 5 |
| Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking | Dec 28, 2021 | Continual LearningFew-Shot Learning | 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 |
| Grounded Language Learning Fast and Slow | Sep 3, 2020 | Grounded language learningMeta-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 |
| Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks | Mar 9, 2017 | Category-Agnostic Pose EstimationFew-Shot Image Classification | CodeCode Available | 1 | 5 |
| Latent Diffusion Model-Enabled Low-Latency Semantic Communication in the Presence of Semantic Ambiguities and Wireless Channel Noises | Jun 9, 2024 | DenoisingMS-SSIM | 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 |
| Efficient Cross-Validation of Echo State Networks | Aug 22, 2019 | One-Shot LearningTime Series | 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 |
| One-Shot Learning for Pose-Guided Person Image Synthesis in the Wild | Sep 15, 2024 | GPUImage Generation | CodeCode Available | 1 | 5 |
| Dynamic Few-Shot Visual Learning without Forgetting | Apr 25, 2018 | Few-Shot Image ClassificationFew-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 |
| UOD: Universal One-shot Detection of Anatomical Landmarks | Jun 13, 2023 | One-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 |
| Learning from similarity and information extraction from structured documents | Oct 17, 2020 | AllOne-Shot Learning | CodeCode Available | 0 | 5 |
| Learning Spatially-Adaptive Squeeze-Excitation Networks for Image Synthesis and Image Recognition | Dec 29, 2021 | Image ClassificationImage Generation | CodeCode Available | 0 | 5 |
| JARVix at SemEval-2022 Task 2: It Takes One to Know One? Idiomaticity Detection using Zero and One-Shot Learning | Feb 4, 2022 | Binary ClassificationClassification | CodeCode Available | 0 | 5 |
| One-Shot Collaborative Data Distillation | Aug 5, 2024 | One-Shot Learning | CodeCode Available | 0 | 5 |
| Learning New Tasks from a Few Examples with Soft-Label Prototypes | Oct 31, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 | 5 |
| Active Use of Latent Constituency Representation in both Humans and Large Language Models | May 28, 2024 | One-Shot LearningSentence | CodeCode Available | 0 | 5 |
| A few-shot learning approach with domain adaptation for personalized real-life stress detection in close relationships | Oct 27, 2022 | Domain AdaptationFew-Shot Learning | CodeCode Available | 0 | 5 |
| Improving Siamese Networks for One Shot Learning using Kernel Based Activation functions | Oct 22, 2019 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 0 | 5 |
| Supervised Learning without Backpropagation using Spike-Timing-Dependent Plasticity for Image Recognition | Oct 21, 2024 | One-Shot Learning | CodeCode Available | 0 | 5 |
| A Feature-based Generalizable Prediction Model for Both Perceptual and Abstract Reasoning | Mar 8, 2024 | One-Shot Learning | CodeCode Available | 0 | 5 |
| A Novel Embedding Architecture and Score Level Fusion Scheme for Occluded Image Acquisition in Ear Biometrics System | Mar 21, 2023 | One-Shot Learning | CodeCode Available | 0 | 5 |
| Generalization in Machine Learning via Analytical Learning Theory | Feb 21, 2018 | BIG-bench Machine LearningDeep Learning | CodeCode Available | 0 | 5 |
| It's DONE: Direct ONE-shot learning with quantile weight imprinting | Apr 28, 2022 | One-Shot Learning | CodeCode Available | 0 | 5 |
| Learning Symbolic Task Representation from a Human-Led Demonstration: A Memory to Store, Retrieve, Consolidate, and Forget Experiences | Apr 16, 2024 | One-Shot LearningTask Planning | CodeCode Available | 0 | 5 |
| Encoding Matching Criteria for Cross-domain Deformable Image Registration | Jun 18, 2024 | Image RegistrationOne-Shot Learning | CodeCode Available | 0 | 5 |
