Few-Shot Learning

Attention-Guided Prototype Mixing: Diversifying Minority Context on Imbalanced Whole Slide Images Classification Learning WACV 2024 Audio-Based Linguistic Feature Extraction for Enhancing Multi-lingual and Low-Resource Text-to-Speech EMNLP 2024 Automatic Classification of News Subjects in Broadcast News: Application to a Gender Bias Representation Analysis Interspeech 2024 AWT: Transferring Vision-Language Models via Augmentation, Weighting, and Transportation NeurIPS 2024 Back to 3D: Few-Shot 3D Keypoint Detection with Back-Projected 2D Features CVPR 2024 Bayesian Exploration of Pre-trained Models for Low-shot Image Classification CVPR 2024 BayesPrompt: Prompting Large-Scale Pre-Trained Language Models on Few-shot Inference via Debiased Domain Abstraction ICLR 2024 Be Confident in What You Know: Bayesian Parameter Efficient Fine-Tuning of Vision Foundation Models NeurIPS 2024 Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples CVPR 2024 Beyond the Known: Investigating LLMs Performance on Out-of-Domain Intent Detection COLING 2024 Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation CVPR 2024 Boosting Few-Shot Learning via Attentive Feature Regularization AAAI 2024 Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning NeurIPS 2024 Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations EMNLP 2024 Bridge the Points: Graph-based Few-shot Segment Anything Semantically NeurIPS 2024 Bridging Modalities: Enhancing Cross-Modality Hate Speech Detection with Few-Shot In-Context Learning EMNLP 2024 BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Prediction ACL 2024 CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset NeurIPS 2024 Can GPT4 Detect Euphemisms across Multiple Languages? NAACL 2024 Can we teach language models to gloss endangered languages? EMNLP 2024 C-ICL: Contrastive In-context Learning for Information Extraction EMNLP 2024 Classifier identification in Ancient Egyptian as a low-resource sequence-labelling task ACL 2024 Clear Up Confusion: Advancing Cross-Domain Few-Shot Relation Extraction through Relation-Aware Prompt Learning NAACL 2024 ClusterCore at SemEval-2024 Task 7: Few Shot Prompting With Large Language Models for Numeral-Aware Headline Generation SemEval 2024 Compound Text-Guided Prompt Tuning via Image-Adaptive Cues AAAI 2024