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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

HIT-YOU at TSAR 2025 Shared Task Leveraging Similarity-Based Few-Shot Prompting, Round-Trip Translation, and Self-Refinement for Readability-Controlled Text Simplification EMNLP 2025
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025
Bridging Molecular Graphs and Large Language Models AAAI 2025
Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and English AAAI 2025
TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs AAAI 2025
Adversity-aware Few-shot Named Entity Recognition via Augmentation Learning AAAI 2025
ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data AAAI 2025
Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025
PEARL: Input-Agnostic Prompt Enhancement with Negative Feedback Regulation for Class-Incremental Learning AAAI 2025
Efficient Few-Shot Neural Architecture Search by Counting the Number of Nonlinear Functions AAAI 2025
LyS at SemEval 2025 Task 8: Zero-Shot Code Generation for Tabular QA ACL 2025
Verbalized Representation Learning for Interpretable Few-Shot Generalization ICCV 2025
ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning ICCV 2025
Unknown Text Learning for CLIP-based Few-Shot Open-set Recognition ICCV 2025
Few-shot Personalized Scanpath Prediction CVPR 2025
Video-Bench: Human-Aligned Video Generation Benchmark CVPR 2025
Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025
Logits DeConfusion with CLIP for Few-Shot Learning CVPR 2025
OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025
Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025
MetaWriter: Personalized Handwritten Text Recognition Using Meta-Learned Prompt Tuning CVPR 2025
Exploring LLM Priming Strategies for Few-Shot Stance Classification ACL 2025
StateCloud at Critical Questions Generation: Prompt Engineering for Critical Question Generation ACL 2025
HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025