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Few-Shot Learning

618 directly classified papers

Papers per year

Papers

Temporal Alignment-Free Video Matching for Few-shot Action Recognition CVPR 2025
FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images CVPR 2025
ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models CVPR 2025
ArtEditor: Learning Customized Instructional Image Editor from Few-Shot Examples ICCV 2025
Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025
SeaS: Few-shot Industrial Anomaly Image Generation with Separation and Sharing Fine-tuning ICCV 2025
Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models ICCV 2025
FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025
Neural Conformal Control for Time Series Forecasting AAAI 2025
HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025
Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025
AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Feature Space-Guided Inversion AAAI 2025
DiffCLIP: Few-shot Language-driven Multimodal Classifier AAAI 2025
Classifying Unreliable Narrators with Large Language Models ACL 2025
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025
Enhance Vision-Language Alignment with Noise AAAI 2025
ClimateEval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change ACL 2025
Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence AAAI 2025
Making Large Vision Language Models to Be Good Few-Shot Learners AAAI 2025
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025
Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning AAAI 2025
ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering SEMEVAL 2025
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context AAAI 2025
Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels AAAI 2025
Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation CVPR 2025