ChemEval: A Comprehensive Multi-Level Chemical Evaluation for Large Language Models Sep 21, 2024 Few-Shot Learning Instruction Following
Code Code Available 5 Few-shot Learning with Noisy Labels Apr 12, 2022 Few-Shot Learning Learning with noisy labels
Code Code Available 5 Few-shot Learning with Multilingual Language Models Dec 20, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available 5 Few-shot Learning with LSSVM Base Learner and Transductive Modules Sep 12, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences Jan 27, 2022 Clinical Knowledge Document Classification
Code Code Available 5 ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Mar 9, 2024 Few-Shot Learning Language Modeling
Code Code Available 5 Few-Shot Learning with Siamese Networks and Label Tuning Mar 28, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available 5 CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Oct 3, 2022 3D Point Cloud Classification Contrastive Learning
Code Code Available 5 CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Jan 12, 2023 3D Semantic Segmentation Contrastive Learning
Code Code Available 5 Few-Shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer Sep 9, 2023 Diversity Few-Shot Learning
Code Code Available 5 Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Modelling Latent Translations for Cross-Lingual Transfer Jul 23, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available 5 GPU-based Self-Organizing Maps for Post-Labeled Few-Shot Unsupervised Learning Sep 4, 2020 Classification Clustering
Code Code Available 5 FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models Sep 4, 2021 Few-Shot Learning Question Answering
Code Code Available 5 Few-Shot Named Entity Recognition: A Comprehensive Study Dec 29, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification Jun 30, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Contrastive Prototypical Network with Wasserstein Confidence Penalty Oct 21, 2022 Contrastive Learning Few-Shot Learning
Code Code Available 5 CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Nov 4, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available 5 Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning Oct 11, 2019 Few-Shot Learning Image Generation
Code Code Available 5 Multistage Relation Network With Dual-Metric for Few-Shot Hyperspectral Image Classification Apr 28, 2023 Classification Few-Shot Image Classification
Code Code Available 5 Contrastive Meta-Learning for Partially Observable Few-Shot Learning Jan 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available 5 AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters Aug 18, 2021 Few-Shot Learning Transfer Learning
Code Code Available 5 Mutual-Information Based Few-Shot Classification Jun 23, 2021 Benchmarking Classification
Code Code Available 5 MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context Dec 22, 2024 Classification Few-Shot Instance Classification
Code Code Available 5 Few-Shot One-Class Classification via Meta-Learning Jul 8, 2020 Anomaly Detection Classification
Code Code Available 5 Few-shot Open-set Recognition by Transformation Consistency Mar 2, 2021 Few-Shot Learning Open Set Learning
Code Code Available 5 Few-Shot Open-Set Learning for On-Device Customization of KeyWord Spotting Systems Jun 3, 2023 Few-Shot Learning Keyword Spotting
Code Code Available 5 Convolutional Bypasses Are Better Vision Transformer Adapters Jul 14, 2022 Few-Shot Learning Inductive Bias
Code Code Available 5 A Simple Exponential Family Framework for Zero-Shot Learning Jul 25, 2017 Attribute Few-Shot Learning
Code Code Available 5 COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Feb 11, 2021 Data Augmentation Deep Learning
Code Code Available 5 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 5 CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors May 9, 2023 Code Generation Few-Shot Learning
Code Code Available 5 Code Summarization Beyond Function Level Feb 23, 2025 Code Summarization Few-Shot Learning
Code Code Available 5 Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network Jun 10, 2020 Few-Shot Learning General Classification
Code Code Available 5 AskIt: Unified Programming Interface for Programming with Large Language Models Aug 29, 2023 Code Generation Few-Shot Learning
Code Code Available 5 Few-Shot Video Object Detection Apr 30, 2021 Diversity Few-Shot Learning
Code Code Available 5 Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation Sep 18, 2023 Contrastive Learning Data Augmentation
Code Code Available 5 Non-Gaussian Gaussian Processes for Few-Shot Regression Oct 26, 2021 Few-Shot Learning Gaussian Processes
Code Code Available 5 Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement Apr 3, 2023 All Computational Efficiency
Code Code Available 5 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 Few-Shot Learning
Code Code Available 5 FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Fine-grained Angular Contrastive Learning with Coarse Labels Dec 7, 2020 Contrastive Learning Few-Shot Learning
Code Code Available 5 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 5 Graph Meta Learning via Local Subgraphs Jun 14, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 A Closer Look at Few-shot Classification Apr 8, 2019 Domain Generalization Few-Shot Learning
Code Code Available 5 Finetune like you pretrain: Improved finetuning of zero-shot vision models Dec 1, 2022 Descriptive Few-Shot Learning
Code Code Available 5 FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification Jun 17, 2022 Federated Learning Few-Shot Learning
Code Code Available 5 Free Lunch for Few-shot Learning: Distribution Calibration Jan 16, 2021 Few-Shot Learning
Code Code Available 5 How to train your MAML Oct 22, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning Mar 17, 2022 Few-Shot Learning Meta-Learning
Code Code Available 5 