few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

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

Condensed Data Expansion Using Model Inversion for Knowledge Distillation AAAI 2026

Decoupling Template Bias in CLIP: Harnessing Empty Prompts for Enhanced Few-Shot Learning AAAI 2026

Modeling Rapid Contextual Learning in the Visual Cortex with Fast-Weight Deep Autoencoder Networks AAAI 2026

ST-VLM: A Spatial-to-Image Multimodal Spatial-Temporal Prediction Framework with Vision-Language Model AAAI 2026

ATOM: AdapTive and OptiMized dynamic temporal knowledge graph construction using LLMs EACL 2026

SCoNE: a Self-Correcting and Noise-Augmented Method for Complex Biological and Chemical Named Entity Recognition EACL 2026

Learning from Imperfect Data: Incremental Learning and Few-shot Learning AAAI 2026

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

From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning AAAI 2026

Token-Context Attention for NLI: An Alternative to Self-Attention AAAI 2026

From Few-Shot Learning to Data-Efficient Intelligence AAAI 2026

Does Synthetic Data Help Named Entity Recognition for Low-Resource Languages? AACL 2025

Sparse Transfer Learning Accelerates and Enhances Certified Robustness: A Comprehensive Study AAAI 2025

Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025

OPI-DRO-HEL at at SemEval-2025 Task 11: Few-shot prompting for Text-based Emotion Recognition SEMEVAL 2025

SeaS: Few-shot Industrial Anomaly Image Generation with Separation and Sharing Fine-tuning ICCV 2025

Generalized Few-Shot Point Cloud Segmentation via LLM-Assisted Hyper-Relation Matching ICCV 2025

HypDAE: Hyperbolic Diffusion Autoencoders for Hierarchical Few-shot Image Generation ICCV 2025

Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models ICCV 2025

Sibai: A Few-Shot Meta-Classifier for Poisoning Detection in Federated Learning ICCV 2025

DictAS: A Framework for Class-Generalizable Few-Shot Anomaly Segmentation via Dictionary Lookup ICCV 2025

Incremental Few-Shot Semantic Segmentation via Multi-Level Switchable Visual Prompts ICCV 2025

RI3D: Few-Shot Gaussian Splatting With Repair and Inpainting Diffusion Priors ICCV 2025

D2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition ICCV 2025

PUER: Boosting Few-shot Positive-Unlabeled Entity Resolution with Reinforcement Learning EMNLP 2025