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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning AAAI 2026

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

Generalizable Drug–Target Interaction Prediction via ESM-2 Representations and Progressive Contrastive Curriculum Learning AAAI 2026

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

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

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

Mitigating the Modality Gap: Few-Shot Out-of-Distribution Detection with Multi-modal Prototypes and Image Bias Estimation WACV 2026

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

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

Libra-MIL: Multimodal Prototypes Stereoscopic Infused with Task-specific Language Priors for Few-shot Whole Slide Image Classification AAAI 2026

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

BOFA: Bridge-Layer Orthogonal Low-Rank Fusion for CLIP-Based Class-Incremental Learning AAAI 2026

Classifier-induced Reciprocal Points for Multi-label Open-set Recognition AAAI 2026

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

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

BRIC: Bridging Kinematic Plans and Physical Control at Test Time AAAI 2026

A Multimodal Framework for Aphasia Severity Classification in Russian EACL 2026

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

Constrained Best Arm Identification with Tests for Feasibility AAAI 2026

Measuring Linguistic Competence of LLMs on Indigenous Languages of the Americas EACL 2026

Analogical Structure, Minimal Contextual Cues and Contrastive Distractors: Input Design for Sample-Efficient Linguistic Rule Induction EACL 2026