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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

PatchEAD: Unifying Industrial Visual Prompting Frameworks for Patch-Exclusive Anomaly Detection WACV 2026

Improving on State-of-the-Art Models for Sentiment Analysis on Saudi-English Code-Switching Text EACL 2026

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

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

Under-resourced studies of under-resourced languages: lemmatization and POS-tagging with LLM annotators for historical Armenian, Georgian, Greek and Syriac EACL 2026

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

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

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

Learning to Animate Images from A Few Videos to Portray Delicate Human Actions WACV 2026

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

R-MMA: Enhancing Vision-Language Models with Recurrent Adapters for Few-Shot and Cross-Domain Generalization WACV 2026

Any Detector Can Detect Anything WACV 2026

DOTGraph: CLIP-Driven Feature Disentanglement and Optimal Transport based Graph Learning for Few-Shot Segmentation WACV 2026

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

CLIP's Visual Embedding Projector is a Few-shot Cornucopia WACV 2026

CORA: Consistency-Guided Semi-Supervised Framework for Reasoning Segmentation WACV 2026

AGENet: Adaptive Edge-aware Geodesic Distance Learning for Few-Shot Medical Image Segmentation WACV 2026

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

Game Ground Bench: Probing the Limits of LVLMs in Complex Semantic Grounding Across Game Universes AAAI 2026

AI Unplugged: Embodied Interactions for AI Literacy in Higher Education AAAI 2026

GEM: Generative Entropy-Guided Preference Modeling for Few-Shot Alignment of LLMs AAAI 2026

First-Order Representation Languages for Goal-Conditioned RL AAAI 2026

RFKG-CoT: Relation-Driven Adaptive Hop-count Selection and Few-Shot Path Guidance for Knowledge-Aware QA AAAI 2026

Reflect Then Learn: Active Prompting for Information Extraction Guided by Introspective Confusion AAAI 2026

MCPTox: A Benchmark for Tool Poisoning on Real-World MCP Servers AAAI 2026