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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

From Few-Shot to Zero-Shot Pallet Load Recognition: A Deployed Embedding-Based Vision System for Industrial Logistics WACV 2026
Sea-CLIP: Mining Semantic-Aware Representations for Few-Shot Anomaly Detection with CLIP WACV 2026
ATOM: AdapTive and OptiMized dynamic temporal knowledge graph construction using LLMs EACL 2026
DOTGraph: CLIP-Driven Feature Disentanglement and Optimal Transport based Graph Learning for Few-Shot Segmentation WACV 2026
Where do LLMs currently stand on biomedical NER in both clean and noisy settings ? EACL 2026
LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025
CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
Prompting LLMs: Length Control for Isometric Machine Translation ACL 2025
ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) (Student Abstract) AAAI 2025
ArtEditor: Learning Customized Instructional Image Editor from Few-Shot Examples ICCV 2025
Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025
Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025
Sparsity Outperforms Low-Rank Projections in Few-Shot Adaptation ICCV 2025
You Share Beliefs, I Adapt: Progressive Heterogeneous Collaborative Perception ICCV 2025
A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025
WojoodRelations: Arabic Relation Extraction Corpus and Modeling EMNLP 2025
ABDN-NLP at CoMeDi Shared Task: Predicting the Aggregated Human Judgment via Weighted Few-Shot Prompting COLING 2025
Enhancing Few-Shot Class-Incremental Learning via Training-Free Bi-Level Modality Calibration CVPR 2025
BnTTS: Few-Shot Speaker Adaptation in Low-Resource Setting NAACL 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025
Lightweight LLM Adaptation for Medical Summarisation: Roux-lette at PerAnsSumm Shared Task NAACL 2025
Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 2025
Few-Shot Pattern Detection via Template Matching and Regression ICCV 2025
MOVE: Motion-Guided Few-Shot Video Object Segmentation ICCV 2025
CrystalICL: Enabling In-Context Learning for Crystal Generation EMNLP 2025