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Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding ACL 2025
Trokens: Semantic-Aware Relational Trajectory Tokens for Few-Shot Action Recognition ICCV 2025
Balancing Conservatism and Aggressiveness: Prototype-Affinity Hybrid Network for Few-Shot Segmentation ICCV 2025
Generate, Refine, and Encode: Leveraging Synthesized Novel Samples for On-the-Fly Fine-Grained Category Discovery ICCV 2025
ReMP-AD: Retrieval-enhanced Multi-modal Prompt Fusion for Few-Shot Industrial Visual Anomaly Detection ICCV 2025
Causal Disentanglement and Cross-Modal Alignment for Enhanced Few-Shot Learning ICCV 2025
Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy ICCV 2025
UPP: Unified Point-Level Prompting for Robust Point Cloud Analysis ICCV 2025
HypDAE: Hyperbolic Diffusion Autoencoders for Hierarchical Few-shot Image Generation ICCV 2025
CountSE: Soft Exemplar Open-set Object Counting ICCV 2025
Object-level Correlation for Few-Shot Segmentation ICCV 2025
AIRA: Activation-Informed Low-Rank Adaptation for Large Models ICCV 2025
Understanding Personal Concept in Open-Vocabulary Semantic Segmentation ICCV 2025
Lark: Low-Rank Updates After Knowledge Localization for Few-shot Class-Incremental Learning ICCV 2025
Improving In-context Learning Example Retrieval for Classroom Discussion Assessment with Re-ranking and Label Ratio Regulation ACL 2025
LIMICS at ArchEHR-QA 2025: Prompting LLMs Beats Fine-Tuned Embeddings ACL 2025
When the Dictionary Strikes Back: A Case Study on Slovak Migration Location Term Extraction and NER via Rule-Based vs. LLM Methods ACL 2025
Empowering Persuasion Detection in Slavic Texts through Two-Stage Generative Reasoning ACL 2025
Bridging AI and Carbon Capture: A Dataset for LLMs in Ionic Liquids and CBE Research ACL 2025
Adaptive Linguistic Prompting (ALP) Enhances Phishing Webpage Detection in Multimodal Large Language Models ACL 2025
Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025
Instruction-tuned QwenChart for Chart Question Answering ACL 2025
HiTZ-Ixa at SemEval-2025 Task 1: Multimodal Idiomatic Language Understanding ACL 2025
Self-Contrastive Loop of Thought Method for Text-to-SQL Based on Large Language Model ACL 2025
Delta-KNN: Improving Demonstration Selection in In-Context Learning for Alzheimer’s Disease Detection ACL 2025