Few-Shot Learning

Few-shot Prompting for Pairwise Ranking: An Effective Non-Parametric Retrieval Model EMNLP 2024 Few-Shot Relation Extraction with Hybrid Visual Evidence COLING 2024 Few-Shot Shape Recognition by Learning Deep Shape-Aware Features WACV 2024 Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning ACL 2024 Few-TK: A Dataset for Few-shot Scientific Typed Keyphrase Recognition NAACL 2024 Fine-Grained Prototypes Distillation for Few-Shot Object Detection AAAI 2024 Fine-Tuning ASR models for Very Low-Resource Languages: A Study on Mvskoke ACL 2024 First-Order Minimax Bilevel Optimization NeurIPS 2024 FlexKBQA: A Flexible LLM-Powered Framework for Few-Shot Knowledge Base Question Answering AAAI 2024 FPT: Feature Prompt Tuning for Few-shot Readability Assessment NAACL 2024 Frozen CLIP Transformer Is an Efficient Point Cloud Encoder AAAI 2024 Frozen Feature Augmentation for Few-Shot Image Classification CVPR 2024 FuseGen: PLM Fusion for Data-generation based Zero-shot Learning EMNLP 2024 Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction CVPR 2024 Generate Like Experts: Multi-Stage Font Generation by Incorporating Font Transfer Process into Diffusion Models CVPR 2024 Generating Demonstrations for In-Context Compositional Generalization in Grounded Language Learning EMNLP 2024 GENOME: Generative Neuro-Symbolic Visual Reasoning by Growing and Reusing Modules ICLR 2024 GNNavi: Navigating the Information Flow in Large Language Models by Graph Neural Network ACL 2024 Group Preference Optimization: Few-Shot Alignment of Large Language Models ICLR 2024 HAVE-FUN: Human Avatar Reconstruction from Few-Shot Unconstrained Images CVPR 2024 HBUT at #SMM4H 2024 Task2: Cross-lingual Few-shot Medical Entity Extraction using a Large Language Model ACL 2024 H-ensemble: An Information Theoretic Approach to Reliable Few-Shot Multi-Source-Free Transfer AAAI 2024 HGPrompt: Bridging Homogeneous and Heterogeneous Graphs for Few-Shot Prompt Learning AAAI 2024 Homology Consistency Constrained Efficient Tuning for Vision-Language Models NeurIPS 2024 How does Architecture Influence the Base Capabilities of Pre-trained Language Models? A Case Study Based on FFN-Wider and MoE Transformers NeurIPS 2024