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Few-Shot Learning

623 papers

Papers per year

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Papers

FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025
A Similarity Paradigm Through Textual Regularization Without Forgetting AAAI 2025
Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025
Enhance Vision-Language Alignment with Noise AAAI 2025
Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025
Neural Conformal Control for Time Series Forecasting AAAI 2025
Vision-aware Multimodal Prompt Tuning for Uploadable Multi-source Few-shot Domain Adaptation AAAI 2025
Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025
FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025
HeterGP: Bridging Heterogeneity in Graph Neural Networks with Multi-View Prompting AAAI 2025
DiffCLIP: Few-shot Language-driven Multimodal Classifier AAAI 2025
TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs AAAI 2025
Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels AAAI 2025
Adversity-aware Few-shot Named Entity Recognition via Augmentation Learning AAAI 2025
HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025
Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025
VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification AAAI 2025
Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models AAAI 2025
Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision? ACL 2025
Classifying Unreliable Narrators with Large Language Models ACL 2025
Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning ACL 2025
A Perspective on LLM Data Generation with Few-shot Examples: from Intent to Kubernetes Manifest ACL 2025
Multi-Prompting Decoder Helps Better Language Understanding ACL 2025
mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus ACL 2025
Massively Multilingual Instruction-Following Information Extraction ACL 2025