Few-Shot Learning

Mixture of Demonstrations for In-Context Learning NeurIPS 2024 Mixture of Experts Meets Prompt-Based Continual Learning NeurIPS 2024 MKeCL: Medical Knowledge-Enhanced Contrastive Learning for Few-shot Disease Diagnosis COLING 2024 MMA: Multi-Modal Adapter for Vision-Language Models CVPR 2024 MM-Narrator: Narrating Long-form Videos with Multimodal In-Context Learning CVPR 2024 More Samples or More Prompts? Exploring Effective Few-Shot In-Context Learning for LLMs with In-Context Sampling NAACL 2024 MSAGPT: Neural Prompting Protein Structure Prediction via MSA Generative Pre-Training NeurIPS 2024 Multi-Attention Based Visual-Semantic Interaction for Few-Shot Learning IJCAI 2024 Multimodal Task Vectors Enable Many-Shot Multimodal In-Context Learning NeurIPS 2024 Multi-Resolution Active Learning of Fourier Neural Operators AISTATS 2024 Multi-Scale Prompt Memory-Augmented Model for Black-Box Scenarios NAACL 2024 MultiVerse: Efficient and Expressive Zero-Shot Multi-Task Text-to-Speech EMNLP 2024 MuTox: Universal MUltilingual Audio-based TOXicity Dataset and Zero-shot Detector ACL 2024 Named Entity Recognition Under Domain Shift via Metric Learning for Life Sciences NAACL 2024 Narrowing the Gap between Zero- and Few-shot Machine Translation by Matching Styles NAACL 2024 Naturally Supervised 3D Visual Grounding with Language-Regularized Concept Learners CVPR 2024 Neural decoding from stereotactic EEG: accounting for electrode variability across subjects NeurIPS 2024 Neural Fine-Tuning Search for Few-Shot Learning ICLR 2024 Neural processes with event triggers for fast adaptation to changes L4DC 2024 Neuroformer: Multimodal and Multitask Generative Pretraining for Brain Data ICLR 2024 NLP at UC Santa Cruz at SemEval-2024 Task 5: Legal Answer Validation using Few-Shot Multi-Choice QA SemEval 2024 No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation CVPR 2024 Not Just Object, But State: Compositional Incremental Learning without Forgetting NeurIPS 2024 NumDecoders at SemEval-2024 Task 7: FlanT5 and GPT enhanced with CoT for Numerical Reasoning SemEval 2024 NuNER: Entity Recognition Encoder Pre-training via LLM-Annotated Data EMNLP 2024