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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

FS-KEN: Few-shot Knowledge Graph Reasoning by Adversarial Negative Enhancing IJCAI 2025
OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025
HypDAE: Hyperbolic Diffusion Autoencoders for Hierarchical Few-shot Image Generation ICCV 2025
PacGDC: Label-Efficient Generalizable Depth Completion with Projection Ambiguity and Consistency ICCV 2025
PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025
CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning IJCAI 2025
A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025
Rethinking Few Shot CLIP Benchmarks: A Critical Analysis in the Inductive Setting ICCV 2025
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 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
CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025
LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025
Prompting LLMs: Length Control for Isometric Machine Translation ACL 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025
Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025
LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation ACL 2025
Enhancing Vision-Language Few-Shot Adaptation with Negative Learning WACV 2025
CryoMAE: Few-Shot Cryo-EM Particle Picking with Masked Autoencoders WACV 2025
MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs EMNLP 2025
On Collaborating Small and Large Models For Few-shot Intent Detection EMNLP 2025
Parsing the Switch: LLM-Based UD Annotation for Complex Code-Switched and Low-Resource Languages EMNLP 2025
Exploring Deductive and Inductive Reasoning Capabilities of Large Language Models in Procedural Planning EMNLP 2025
When Pixel Difference Patterns Meet ViT: PiDiViT for Few-Shot Object Detection ICCV 2025