Few-Shot Learning

Adapting LLM to Multi-lingual ESG Impact and Length Prediction Using In-context Learning and Fine-Tuning with Rationale COLING 2024 Adapting to Distribution Shift by Visual Domain Prompt Generation ICLR 2024 Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement AAAI 2024 Adaptive Manifold for Imbalanced Transductive Few-Shot Learning WACV 2024 Adaptive Parametric Prototype Learning for Cross-Domain Few-Shot Classification AISTATS 2024 Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation CVPR 2024 A Density-driven Iterative Prototype Optimization for Transductive Few-shot Learning IJCAI 2024 Adversarial Learning for Multi-Lingual Entity Linking ACL 2024 Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners CVPR 2024 A Few-Shot Multi-Accented Speech Classification for Indian Languages using Transformers and LLM’s Fine-Tuning Approaches EACL 2024 Aggregate-and-Adapt Natural Language Prompts for Downstream Generalization of CLIP NeurIPS 2024 Aggregation and Purification: Dual Enhancement Network for Point Cloud Few-shot Segmentation IJCAI 2024 ANHALTEN: Cross-Lingual Transfer for German Token-Level Reference-Free Hallucination Detection ACL 2024 AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model AAAI 2024 A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation NeurIPS 2024 Any-Way Meta Learning AAAI 2024 A One-Shot Learning Approach To Document Layout Segmentation of Ancient Arabic Manuscripts WACV 2024 A Prompting Assignment for Exploring Pretrained LLMs ACL 2024 APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation CVPR 2024 Are Human-generated Demonstrations Necessary for In-context Learning? ICLR 2024 Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques ACL 2024 Aspect-Based Sentiment Analysis for Open-Ended HR Survey Responses EACL 2024 A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation NeurIPS 2024 A Survey of Data-Efficient Graph Learning IJCAI 2024 Atom-Level Optical Chemical Structure Recognition with Limited Supervision CVPR 2024