Few-Shot Learning

Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding Exploitation IJCAI 2024 What Makes a Good Order of Examples in In-Context Learning ACL 2024 WisPerMed at “Discharge Me!”: Advancing Text Generation in Healthcare with Large Language Models, Dynamic Expert Selection, and Priming Techniques on MIMIC-IV ACL 2024 With a Little Help from Language: Semantic Enhanced Visual Prototype Framework for Few-Shot Learning IJCAI 2024 X-Shot: A Unified System to Handle Frequent, Few-shot and Zero-shot Learning Simultaneously in Classification ACL 2024 Zero and Few-shot Semantic Parsing with Ambiguous Inputs ICLR 2024 2INER: Instructive and In-Context Learning on Few-Shot Named Entity Recognition EMNLP 2023 3D Human Keypoints Estimation From Point Clouds in the Wild Without Human Labels CVPR 2023 A Computational Interface to Translate Strategic Intent from Unstructured Language in a Low-Data Setting EMNLP 2023 Active Exploration of Multimodal Complementarity for Few-Shot Action Recognition CVPR 2023 Active Learning Principles for In-Context Learning with Large Language Models EMNLP 2023 Adapting Language-Audio Models as Few-Shot Audio Learners Interspeech 2023 Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification AISTATS 2023 Adaptive IMLE for Few-shot Pretraining-free Generative Modelling ICML 2023 Adaptive Local-Component-Aware Graph Convolutional Network for One-Shot Skeleton-Based Action Recognition WACV 2023 Adversarial Robustness of Prompt-based Few-Shot Learning for Natural Language Understanding ACL 2023 A-La-Carte Prompt Tuning (APT): Combining Distinct Data via Composable Prompting CVPR 2023 A Language-First Approach for Procedure Planning ACL 2023 “A Little is Enough”: Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation ACL 2023 A Low-Shot Object Counting Network With Iterative Prototype Adaptation ICCV 2023 Always the Best Fit: Adaptive Domain Gap Filling from Causal Perspective for Few-Shot Relation Extraction EMNLP 2023 APP: Adaptive Prototypical Pseudo-Labeling for Few-shot OOD Detection EMNLP 2023 Argumentative Stance Prediction: An Exploratory Study on Multimodality and Few-Shot Learning EMNLP 2023 Argument Detection in Student Essays under Resource Constraints EMNLP 2023 ASPIRO: Any-shot Structured Parsing-error-Induced ReprOmpting for Consistent Data-to-Text Generation EMNLP 2023