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Few-Shot Learning

1,837 papers

Papers per year

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117
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Papers

Making Pre-trained Language Models Better Continual Few-Shot Relation Extractors COLING 2024
Mixture-of-Prompt-Experts for Multi-modal Semantic Understanding COLING 2024
MKeCL: Medical Knowledge-Enhanced Contrastive Learning for Few-shot Disease Diagnosis COLING 2024
S3Prompt: Instructing the Model with Self-calibration, Self-recall and Self-aggregation to Improve In-context Learning COLING 2024
Adapting LLM to Multi-lingual ESG Impact and Length Prediction Using In-context Learning and Fine-Tuning with Rationale COLING 2024
ESG-GPT:GPT4-Based Few-Shot Prompt Learning for Multi-lingual ESG News Text Classification COLING 2024
Deciphering Political Entity Sentiment in News with Large Language Models: Zero-Shot and Few-Shot Strategies COLING 2024
Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation CVPR 2024
Multimodal Prompt Perceiver: Empower Adaptiveness Generalizability and Fidelity for All-in-One Image Restoration CVPR 2024
Few-Shot Object Detection with Foundation Models CVPR 2024
ESCAPE: Encoding Super-keypoints for Category-Agnostic Pose Estimation CVPR 2024
Dual Memory Networks: A Versatile Adaptation Approach for Vision-Language Models CVPR 2024
Atom-Level Optical Chemical Structure Recognition with Limited Supervision CVPR 2024
Unleashing the Potential of SAM for Medical Adaptation via Hierarchical Decoding CVPR 2024
APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation CVPR 2024
Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer CVPR 2024
Learning with Unreliability: Fast Few-shot Voxel Radiance Fields with Relative Geometric Consistency CVPR 2024
One-Prompt to Segment All Medical Images CVPR 2024
Bayesian Exploration of Pre-trained Models for Low-shot Image Classification CVPR 2024
Adversarially Robust Few-shot Learning via Parameter Co-distillation of Similarity and Class Concept Learners CVPR 2024
Simple Semantic-Aided Few-Shot Learning CVPR 2024
Frozen Feature Augmentation for Few-Shot Image Classification CVPR 2024
Beyond Textual Constraints: Learning Novel Diffusion Conditions with Fewer Examples CVPR 2024
On Scaling Up a Multilingual Vision and Language Model CVPR 2024
Generalizable Whole Slide Image Classification with Fine-Grained Visual-Semantic Interaction CVPR 2024