Few-Shot Learning

QueST: Self-Supervised Skill Abstractions for Learning Continuous Control NeurIPS 2024 RankPrompt: Step-by-Step Comparisons Make Language Models Better Reasoners COLING 2024 Real Acoustic Fields: An Audio-Visual Room Acoustics Dataset and Benchmark CVPR 2024 Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models NeurIPS 2024 Reinforcement Tuning for Detecting Stances and Debunking Rumors Jointly with Large Language Models ACL 2024 Relevant Intrinsic Feature Enhancement Network for Few-Shot Semantic Segmentation AAAI 2024 Residual Speaker Representation for One-Shot Voice Conversion Interspeech 2024 Rethinking Few-shot 3D Point Cloud Semantic Segmentation CVPR 2024 Rethinking the Evaluation of In-Context Learning for LLMs EMNLP 2024 Revisiting Few-Shot Object Detection with Vision-Language Models NeurIPS 2024 Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue EMNLP 2024 Rider Posture-Based Continuous Authentication with Few-Shot Learning for Mobility Scooters (Student Abstract) AAAI 2024 RIFF: Learning to Rephrase Inputs for Few-shot Fine-tuning of Language Models ACL 2024 RLPeri: Accelerating Visual Perimetry Test with Reinforcement Learning and Convolutional Feature Extraction AAAI 2024 Robust Few-Shot Named Entity Recognition with Boundary Discrimination and Correlation Purification AAAI 2024 ROCES: Robust Class Expression Synthesis in Description Logics via Iterative Sampling IJCAI 2024 ROSHA at SemEval-2024 Task 9: BRAINTEASER A Novel Task Defying Common Sense SemEval 2024 SAM Fewshot Finetuning for Anatomical Segmentation in Medical Images WACV 2024 Se2: Sequential Example Selection for In-Context Learning ACL 2024 Seed-Free Synthetic Data Generation Framework for Instruction-Tuning LLMs: A Case Study in Thai ACL 2024 Seed-Guided Fine-Grained Entity Typing in Science and Engineering Domains AAAI 2024 Self-Cleaning: Improving a Named Entity Recognizer Trained on Noisy Data with a Few Clean Instances NAACL 2024 Self-Demos: Eliciting Out-of-Demonstration Generalizability in Large Language Models NAACL 2024 Self-Prompt Mechanism for Few-Shot Image Recognition AAAI 2024 Self-Supervised 3D Human Mesh Recovery from a Single Image with Uncertainty-Aware Learning AAAI 2024