Few-Shot Learning

Few-Shot Data-to-Text Generation via Unified Representation and Multi-Source Learning ACL 2023 Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation AAAI 2023 Few-shot Generation via Recalling Brain-Inspired Episodic-Semantic Memory NeurIPS 2023 Few-Shot Geometry-Aware Keypoint Localization CVPR 2023 Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt ACL 2023 Few-Shot Medical Image Segmentation With Cycle-Resemblance Attention WACV 2023 Few-Shot Object Detection via Variational Feature Aggregation AAAI 2023 Few-shot Spanish-Aymara Machine Translation Using English-Aymara Lexicon ACL 2023 Finding Support Examples for In-Context Learning EMNLP 2023 Focus Your Attention when Few-Shot Classification NeurIPS 2023 FreeNeRF: Improving Few-Shot Neural Rendering With Free Frequency Regularization CVPR 2023 GeCoNeRF: Few-shot Neural Radiance Fields via Geometric Consistency ICML 2023 GKEAL: Gaussian Kernel Embedded Analytic Learning for Few-Shot Class Incremental Task CVPR 2023 Handwritten Text Generation From Visual Archetypes CVPR 2023 Hard Sample Aware Prompt-Tuning ACL 2023 Hint-Aug: Drawing Hints From Foundation Vision Transformers Towards Boosted Few-Shot Parameter-Efficient Tuning CVPR 2023 HybridPrompt: Bridging Language Models and Human Priors in Prompt Tuning for Visual Question Answering AAAI 2023 ImageNetVC: Zero- and Few-Shot Visual Commonsense Evaluation on 1000 ImageNet Categories EMNLP 2023 Improving generalization in large langue model by learning prefix subspaces EMNLP 2023 Improving neural network representations using human similarity judgments NeurIPS 2023 Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning AAAI 2023 Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification CVPR 2023 Language Models are Weak Learners NeurIPS 2023 Language Models Can Improve Event Prediction by Few-Shot Abductive Reasoning NeurIPS 2023 Large Language Model Is Not a Good Few-shot Information Extractor, but a Good Reranker for Hard Samples! EMNLP 2023