← Learning Paradigms

Artificial Intelligence › Learning Paradigms ›

Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Endowing Vision-Language Models with System 2 Thinking for Fine-grained Visual Recognition AAAI 2026

H-RDT: Human Manipulation Enhanced Bimanual Robotic Manipulation AAAI 2026

ManiLong-Shot: Interaction-Aware One-Shot Imitation Learning for Long-Horizon Manipulation AAAI 2026

F2SST: Frequency-to-Spatial Semantic Transfer for Few-Shot Image Classification AAAI 2026

Improving Generalization in Offline Meta-Reinforcement Learning via Cross-task Contexts AAAI 2026

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

Training-Free Few-Shot Segmentation via Vision-Language Guided Prompting WACV 2026

Sea-CLIP: Mining Semantic-Aware Representations for Few-Shot Anomaly Detection with CLIP WACV 2026

FCC: Fully Connected Correlation for One-Shot Segmentation WACV 2026

NAPP: Noise-Adaptive Prototype Perturbation for Few-Shot Learning WACV 2026

FlowCLAS: Enhancing Normalizing Flow-Based Anomaly Segmentation Via Contrastive Learning WACV 2026

Test-Time Adaptation through Semantically-guided Feature Decomposition for Few-shot Chest X-ray Diagnosis WACV 2026

MARS: a Multimodal Alignment and Ranking System for Few-Shot Segmentation WACV 2026

Evaluating Adversarial Robustness of Concept Representations in Sparse Autoencoders EACL 2026

Teaching Small Language Models to Learn Logic through Meta-Learning EACL 2026

Generalising LLM Routing using Past Performance Retrieval: A Few-Shot Router is Sufficient EACL 2026

Intention-Adaptive LLM Fine-Tuning for Text Revision Generation EACL 2026

Hybrid Neural-LLM Pipeline for Morphological Glossing in Endangered Language Documentation: A Case Study of Jungar Tuvan EACL 2026

Making Large Language Models Speak Tulu: Structured Prompting for an Extremely Low-Resource Language EACL 2026

Beyond Many-Shot Translation: Scaling In-Context Demonstrations For Low-Resource Machine Translation EACL 2026

Can Linguistically Related Languages Guide LLM Translation in Low-Resource Settings? EACL 2026

Divide-and-Conquer Decoupled Network for Cross-Domain Few-Shot Segmentation AAAI 2026

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

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

RMAdapter: Reconstruction-based Multi-Modal Adapter for Vision-Language Models AAAI 2026