Few-Shot Learning

Visibility as Survival: Generalizing NLP for Native Alaskan Language Identification ACL 2025 Vision-aware Multimodal Prompt Tuning for Uploadable Multi-source Few-shot Domain Adaptation AAAI 2025 WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025 Yo'Chameleon: Personalized Vision and Language Generation CVPR 2025 A Closer Look at the CLS Token for Cross-Domain Few-Shot Learning NeurIPS 2024 A Closer Look at the Few-Shot Adaptation of Large Vision-Language Models CVPR 2024 Action Imitation in Common Action Space for Customized Action Image Synthesis NeurIPS 2024 Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation CVPR 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 Aggregate-and-Adapt Natural Language Prompts for Downstream Generalization of CLIP NeurIPS 2024 AMU-Tuning: Effective Logit Bias for CLIP-based Few-shot Learning CVPR 2024 AnomalyDiffusion: Few-Shot Anomaly Image Generation with Diffusion Model AAAI 2024 AnomalyGPT: Detecting Industrial Anomalies Using Large Vision-Language Models AAAI 2024 A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation NeurIPS 2024 AnyTrans: Translate AnyText in the Image with Large Scale Models EMNLP 2024 A One-Shot Learning Approach To Document Layout Segmentation of Ancient Arabic Manuscripts WACV 2024 ARC: A Generalist Graph Anomaly Detector with In-Context Learning NeurIPS 2024 Bayesian Exploration of Pre-trained Models for Low-shot Image Classification CVPR 2024 Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples CVPR 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 Bridge the Points: Graph-based Few-shot Segment Anything Semantically NeurIPS 2024 CableInspect-AD: An Expert-Annotated Anomaly Detection Dataset NeurIPS 2024 CGMGM: A Cross-Gaussian Mixture Generative Model for Few-Shot Semantic Segmentation AAAI 2024