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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT FSS

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Uslub at AbjadAuthorID Shared Task: A Comparative Analysis of Traditional Machine Learning and Transformer-Based Models for Authorship Attribution in Arabic and Urdu EACL 2026
Cross-Lingual Emotion Recognition in Balinese Text using Multilingual-LLMs under Peer-Collaborations Settings EACL 2026
From Novice to Expert: Generating Audience-Dependent Concert Moderations with RAG-LLMs EACL 2026
Knowledge-Enhanced Explainable Prompting for Vision-Language Models AAAI 2026
Intra-Image Mining and Symmetric Maximum Concept Matching for Few Shot Out-of-Distribution Detection AAAI 2026
Divide-and-Conquer Decoupled Network for Cross-Domain Few-Shot Segmentation AAAI 2026
Stabilizing Cross-Modal Bidirectional Attribution: Few-Shot Adversarial Prompt Tuning for Robust Vision-Language Models AAAI 2026
Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning AAAI 2026
From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning AAAI 2026
Game Ground Bench: Probing the Limits of LVLMs in Complex Semantic Grounding Across Game Universes AAAI 2026
Condensed Data Expansion Using Model Inversion for Knowledge Distillation AAAI 2026
A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025
NlpUned at SemEval-2025 Task 10: Beyond Training: A Taxonomy-Guided Approach to Role Classification Using LLMs SEMEVAL 2025
Pseudo Informative Episode Construction for Few-Shot Class-Incremental Learning AAAI 2025
Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels AAAI 2025
Few-Shot Domain Adaptation for Learned Image Compression AAAI 2025
All You Need in Knowledge Distillation Is a Tailored Coordinate System AAAI 2025
HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning AAAI 2025
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer AAAI 2025
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation AAAI 2025
Taylor Series-Inspired Local Structure Fitting Network for Few-shot Point Cloud Semantic Segmentation AAAI 2025
Evaluation of Large Language Models on Arabic Punctuation Prediction COLING 2025
MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context AAAI 2025
Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms AAAI 2025
Deconfound Semantic Shift and Incompleteness in Incremental Few-shot Semantic Segmentation AAAI 2025