Few-shot learning through contextual data augmentation Mar 31, 2021 Data Augmentation Few-Shot Learning
Code Code Available Self-Supervised Skeleton-Based Action Representation Learning: A Benchmark and Beyond Jun 5, 2024 Action Recognition Action Understanding
Code Code Available Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation Feb 27, 2022 Data Augmentation Disentanglement
Code Code Available Meta Architecture Search Dec 22, 2018 Bayesian Inference Few-Shot Learning
Code Code Available Contextual Gradient Scaling for Few-Shot Learning Oct 20, 2021 Cross-Domain Few-Shot Few-Shot Learning
Code Code Available The Effect of Diversity in Meta-Learning Jan 27, 2022 Diversity Few-Shot Learning
Code Code Available Conditional Prototype Rectification Prompt Learning Apr 15, 2024 Few-Shot Learning Prompt Learning
Code Code Available Conceptual Design Generation Using Large Language Models May 30, 2023 Few-Shot Learning Prompt Engineering
Code Code Available Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems Aug 28, 2021 dialog state tracking Few-Shot Learning
Code Code Available Adaptive Anchor Label Propagation for Transductive Few-Shot Learning Oct 30, 2023 Few-Shot Learning
Code Code Available Variational Memory Addressing in Generative Models Sep 21, 2017 Few-Shot Learning Representation Learning
Code Code Available A Zero-Shot LLM Framework for Automatic Assignment Grading in Higher Education Jan 24, 2025 Few-Shot Learning Language Modeling
Code Code Available On the Multilingual Capabilities of Very Large-Scale English Language Models Aug 30, 2021 Extractive Question-Answering Few-Shot Learning
Code Code Available Semantic-Aware Graph Matching Mechanism for Multi-Label Image Recognition Apr 21, 2023 Few-Shot Learning Graph Matching
Code Code Available Variational Metric Scaling for Metric-Based Meta-Learning Dec 26, 2019 Few-Shot Learning Meta-Learning
Code Code Available Semantic Cross Attention for Few-shot Learning Oct 12, 2022 Few-Shot Learning image-classification
Code Code Available On the Role of Neural Collapse in Meta Learning Models for Few-shot Learning Sep 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available Semantic Projection Network for Zero- and Few-Label Semantic Segmentation Jun 1, 2019 Few-Shot Learning Image Segmentation
Code Code Available ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) Dec 10, 2024 ARC Few-Shot Learning
Code Code Available Semantics-driven Attentive Few-shot Learning over Clean and Noisy Samples Jan 9, 2022 Few-Shot Learning
Code Code Available Unsupervisedly Prompting AlphaFold2 for Few-Shot Learning of Accurate Folding Landscape and Protein Structure Prediction Aug 20, 2022 Denoising Few-Shot Learning
Code Code Available Few-shot Learning for Named Entity Recognition in Medical Text Nov 13, 2018 Few-Shot Learning Medical Named Entity Recognition
Code Code Available AutoProtoNet: Interpretability for Prototypical Networks Apr 2, 2022 Few-Shot Learning Meta-Learning
Code Code Available The representation landscape of few-shot learning and fine-tuning in large language models Sep 5, 2024 Few-Shot Learning In-Context Learning
Code Code Available Automatic Generation of Fashion Images using Prompting in Generative Machine Learning Models Jul 20, 2024 Diversity Few-Shot Learning
Code Code Available On Unifying Misinformation Detection Apr 12, 2021 Few-Shot Learning Misinformation
Code Code Available EOL: Transductive Few-Shot Open-Set Recognition by Enhancing Outlier Logits Aug 4, 2024 Few-Shot Learning Open Set Learning
Code Code Available Oops, I Sampled it Again: Reinterpreting Confidence Intervals in Few-Shot Learning Sep 4, 2024 Few-Shot Learning
Code Code Available Concept Replacer: Replacing Sensitive Concepts in Diffusion Models via Precision Localization Dec 2, 2024 Denoising Few-Shot Learning
Code Code Available An Efficient and Explainable Transformer-Based Few-Shot Learning for Modeling Electricity Consumption Profiles Across Thousands of Domains Aug 15, 2024 Few-Shot Learning Transfer Learning
Code Code Available A Few-shot Learning Graph Multi-Trajectory Evolution Network for Forecasting Multimodal Baby Connectivity Development from a Baseline Timepoint Oct 6, 2021 Few-Shot Learning Trajectory Prediction
Code Code Available Adapted Deep Embeddings: A Synthesis of Methods for k-Shot Inductive Transfer Learning May 22, 2018 Few-Shot Learning Metric Learning
Code Code Available Few-shot Learning for Multi-modal Social Media Event Filtering Nov 16, 2022 Few-Shot Learning
Code Code Available Semi-Supervised Few-Shot Learning via Multi-Factor Clustering Jan 1, 2022 Clustering Data Augmentation
Code Code Available The Skipped Beat: A Study of Sociopragmatic Understanding in LLMs for 64 Languages Oct 23, 2023 Emotion Recognition Few-Shot Learning
Code Code Available Semi-Supervised Few-Shot Learning with Prototypical Random Walks Mar 6, 2019 Few-Shot Learning
Code Code Available A few-shot learning approach with domain adaptation for personalized real-life stress detection in close relationships Oct 27, 2022 Domain Adaptation Few-Shot Learning
Code Code Available The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition Jun 4, 2022 Action Recognition Few-Shot Learning
Code Code Available Automated Few-shot Classification with Instruction-Finetuned Language Models May 21, 2023 Classification Few-Shot Learning
Code Code Available Few-Shot Learning for Image Classification of Common Flora May 7, 2021 Classification Few-Shot Image Classification
Code Code Available Few-shot learning for COVID-19 Chest X-Ray Classification with Imbalanced Data: An Inter vs. Intra Domain Study Jan 18, 2024 Data Augmentation Few-Shot Learning
Code Code Available Karyotype AI for Precision Oncology Nov 20, 2022 Few-Shot Learning Inductive Bias
Code Code Available UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning Dec 21, 2024 Few-Shot Learning Few-Shot Learning - 4 shots
Code Code Available Few-Shot Learning for Argument Aspects of the Nuclear Energy Debate Jun 1, 2022 Argument Mining Few-Shot Learning
Code Code Available Adapted Deep Embeddings: A Synthesis of Methods for k-Shot Inductive Transfer Learning Dec 1, 2018 Few-Shot Learning Metric Learning
Code Code Available Few-Shot Learning by Explicit Physics Integration: An Application to Groundwater Heat Transport Jul 8, 2025 Few-Shot Learning
Code Code Available P3DC-Shot: Prior-Driven Discrete Data Calibration for Nearest-Neighbor Few-Shot Classification Jan 2, 2023 Classification Few-Shot Learning
Code Code Available P3P: Pseudo-3D Pre-training for Scaling 3D Voxel-based Masked Autoencoders Aug 19, 2024 3D Classification 3D Reconstruction
Code Code Available Sentence Simplification via Large Language Models Feb 23, 2023 Few-Shot Learning Sentence
Code Code Available Generalizing from a Few Examples: A Survey on Few-Shot Learning Apr 10, 2019 BIG-bench Machine Learning Few-Shot Learning
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