ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models Sep 21, 2024 Few-Shot Learning Instruction Following
Code Code Available EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification Feb 16, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available MetaAudio: A Few-Shot Audio Classification Benchmark Apr 5, 2022 Audio Classification Classification
Code Code Available Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences Jan 27, 2022 Clinical Knowledge Document Classification
Code Code Available ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Mar 9, 2024 Few-Shot Learning Language Modeling
Code Code Available MetaGen Blended RAG: Higher Accuracy for Domain-Specific Q&A Without Fine-Tuning May 23, 2025 Few-Shot Learning Question Answering
Code Code Available CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Oct 3, 2022 3D Point Cloud Classification Contrastive Learning
Code Code Available CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Jan 12, 2023 3D Semantic Segmentation Contrastive Learning
Code Code Available Meta-Learning in Neural Networks: A Survey Apr 11, 2020 Few-Shot Learning Hyperparameter Optimization
Code Code Available Meta-Learning Siamese Network for Few-Shot Text Classification Feb 5, 2023 Classification Descriptive
Code Code Available Meta Learning to Bridge Vision and Language Models for Multimodal Few-Shot Learning Feb 28, 2023 Few-Shot Learning Meta-Learning
Code Code Available Effect of Pre-Training Scale on Intra- and Inter-Domain Full and Few-Shot Transfer Learning for Natural and Medical X-Ray Chest Images May 31, 2021 Few-Shot Learning Image Classification
Code Code Available Meta-Learning with Implicit Gradients Sep 10, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning Oct 8, 2021 Few-Shot Learning Meta-Learning
Code Code Available MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks May 17, 2023 Diversity Few-Shot Learning
Code Code Available Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Aug 18, 2020 Computed Tomography (CT) Domain Generalization
Code Code Available CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Nov 4, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning Oct 11, 2019 Few-Shot Learning Image Generation
Code Code Available Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Jul 31, 2017 Few-Shot Learning Meta-Learning
Code Code Available Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning Few-Shot Learning
Code Code Available AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters Aug 18, 2021 Few-Shot Learning Transfer Learning
Code Code Available DPGN: Distribution Propagation Graph Network for Few-shot Learning Mar 31, 2020 Few-Shot Learning Meta-Learning
Code Code Available miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings Nov 9, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Model-Agnostic Few-Shot Open-Set Recognition Jun 18, 2022 Few-Shot Learning model
Code Code Available Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Mar 9, 2017 Category-Agnostic Pose Estimation Few-Shot Image Classification
Code Code Available BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs May 26, 2025 Articles Few-Shot Learning
Code Code Available A Simple Exponential Family Framework for Zero-Shot Learning Jul 25, 2017 Attribute Few-Shot Learning
Code Code Available D^2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Dec 3, 2023 Action Recognition Few-Shot action recognition
Code Code Available A Closer Look at Few-Shot 3D Point Cloud Classification Mar 31, 2023 3D Point Cloud Classification Few-Shot 3D Point Cloud Classification
Code Code Available CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors May 9, 2023 Code Generation Few-Shot Learning
Code Code Available Code Summarization Beyond Function Level Feb 23, 2025 Code Summarization Few-Shot Learning
Code Code Available Multi-view Contrastive Learning for Online Knowledge Distillation Jun 7, 2020 Classification Contrastive Learning
Code Code Available AskIt: Unified Programming Interface for Programming with Large Language Models Aug 29, 2023 Code Generation Few-Shot Learning
Code Code Available Mutual-Information Based Few-Shot Classification Jun 23, 2021 Benchmarking Classification
Code Code Available Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning Jun 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Neural Fine-Tuning Search for Few-Shot Learning Jun 15, 2023 Few-Shot Learning Neural Architecture Search
Code Code Available Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Jun 24, 2021 Few-Shot Learning Prompt Engineering
Code Code Available Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Oct 8, 2024 Articles Classification
Code Code Available N-Omniglot, a large-scale neuromorphic dataset for spatio-temporal sparse few-shot learning Dec 25, 2021 Few-Shot Learning Meta-Learning
Code Code Available Non-Gaussian Gaussian Processes for Few-Shot Regression Oct 26, 2021 Few-Shot Learning Gaussian Processes
Code Code Available A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
Code Code Available Evaluating Weakly Supervised Object Localization Methods Right Jan 21, 2020 Few-Shot Learning Model Selection
Code Code Available Understanding the Role of Textual Prompts in LLM for Time Series Forecasting: an Adapter View Nov 24, 2023 Anomaly Detection Few-Shot Learning
Code Code Available On Episodes, Prototypical Networks, and Few-shot Learning Dec 17, 2020 Few-Shot Learning
Code Code Available Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available 