Few-Shot Learning

LAVA: Label-Efficient Visual Learning and Adaptation WACV 2023 Learning Cross-Modal Affinity for Referring Video Object Segmentation Targeting Limited Samples ICCV 2023 Learning Few-Shot Segmentation From Bounding Box Annotations WACV 2023 Learning In-context Learning for Named Entity Recognition ACL 2023 Learning Orthogonal Prototypes for Generalized Few-Shot Semantic Segmentation CVPR 2023 Learning Prototype Classifiers for Long-Tailed Recognition IJCAI 2023 Learning Score-based Grasping Primitive for Human-assisting Dexterous Grasping NeurIPS 2023 Learning to Describe for Predicting Zero-shot Drug-Drug Interactions EMNLP 2023 Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? ACL 2023 Learning to Learn from Corrupted Data for Few-Shot Learning IJCAI 2023 Let Me Check the Examples: Enhancing Demonstration Learning via Explicit Imitation ACL 2023 Let’s Think Frame by Frame with VIP: A Video Infilling and Prediction Dataset for Evaluating Video Chain-of-Thought EMNLP 2023 Leveraging Explicit Procedural Instructions for Data-Efficient Action Prediction ACL 2023 LFS-GAN: Lifelong Few-Shot Image Generation ICCV 2023 LightClone: Speaker-guided Parallel Subnet Selection for Few-shot Voice Cloning Interspeech 2023 LLM-driven Instruction Following: Progresses and Concerns EMNLP 2023 LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models ICCV 2023 LoCoOp: Few-Shot Out-of-Distribution Detection via Prompt Learning NeurIPS 2023 LoGoPrompt: Synthetic Text Images Can Be Good Visual Prompts for Vision-Language Models ICCV 2023 Low-Resource Compositional Semantic Parsing with Concept Pretraining EACL 2023 Low-shot Object Learning with Mutual Exclusivity Bias NeurIPS 2023 Machine Translation with Large Language Models: Prompting, Few-shot Learning, and Fine-tuning with QLoRA EMNLP 2023 MammalNet: A Large-Scale Video Benchmark for Mammal Recognition and Behavior Understanding CVPR 2023 MAPL: Parameter-Efficient Adaptation of Unimodal Pre-Trained Models for Vision-Language Few-Shot Prompting EACL 2023 Medical knowledge-enhanced prompt learning for diagnosis classification from clinical text ACL 2023