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

OFL-SAM2: Prompt SAM2 with Online Few-shot Learner for Efficient Medical Image Segmentation AAAI 2026

TIM++: Transductive Information Maximization for Few-Shot CLIP AAAI 2026

O3SLM: Open Weight, Open Data, and Open Vocabulary Sketch-Language Model AAAI 2026

Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning 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

AdaptCLIP: Adapting CLIP for Universal Visual Anomaly Detection AAAI 2026

STARS: Self-supervised Tuning for 3D Action Recognition in Skeleton Sequences WACV 2026

Knowledge-Enhanced Explainable Prompting for Vision-Language Models AAAI 2026

DeepSenseMoE: Harnessing Power of Time Series Foundation Models for Few-Shot Human Activity Recognition AAAI 2026

Identifying and Analyzing Performance-Critical Tokens in Large Language Models AAAI 2026

Divide, Reweight, and Conquer: A Logit Arithmetic Approach for In-Context Learning EACL 2026

DAPrompt: Dual Alignment Prompt of Structure and Semantics for Few-shot Graph Learning AAAI 2026

Multi-agent In-context Coordination via Decentralized Memory Retrieval AAAI 2026

Inverse Optimal Transport for Efficient Adaptation of Vision-Language Models AAAI 2026

A Theory-Inspired Framework for Few-Shot Cross-Modal Sketch Person Re-Identification AAAI 2026

Few-Shot Precise Event Spotting via Unified Multi-Entity Graph and Distillation AAAI 2026

Stop Mixing Things Up! BISCUIT Teaches Vision-Language Models to Learn New Concepts from Images on the Spot AAAI 2026

NeuroBridge: Few-Shot Cross-Modal Neuron Re-identification via Dual-Channel Deep Metric Learning WACV 2026

Learning More from Less: Resource-Constrained Generative AI for Classification, Generation, and Personalization AAAI 2026

Spatiotemporal Transformers with Multiple Instance Learning for Label-Efficient Behavioral Analysis in Autism (Student Abstract) AAAI 2026

Cross-Modal Event Encoder: Bridging Image-Text Knowledge to Event Streams WACV 2026

From Few-Shot to Zero-Shot Pallet Load Recognition: A Deployed Embedding-Based Vision System for Industrial Logistics WACV 2026

Self-Supervised Visual Prompting for Cross-Domain Road Damage Detection WACV 2026