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few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Instructor-inspired Machine Learning for Robust Molecular Property Prediction NIPS 2024
Attention Temperature Matters in ViT-Based Cross-Domain Few-Shot Learning NIPS 2024
Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning NIPS 2024
Cross-Device Collaborative Test-Time Adaptation NIPS 2024
Not Just Object, But State: Compositional Incremental Learning without Forgetting NIPS 2024
An Efficient Memory Module for Graph Few-Shot Class-Incremental Learning NIPS 2024
Fast Graph Sharpness-Aware Minimization for Enhancing and Accelerating Few-Shot Node Classification NIPS 2024
Efficient Prompt Optimization Through the Lens of Best Arm Identification NIPS 2024
UniMTS: Unified Pre-training for Motion Time Series NIPS 2024
AutoMix: Automatically Mixing Language Models NIPS 2024
AED: Adaptable Error Detection for Few-shot Imitation Policy NIPS 2024
Meta-Controller: Few-Shot Imitation of Unseen Embodiments and Tasks in Continuous Control NIPS 2024
UniTS: A Unified Multi-Task Time Series Model NIPS 2024
Deep Support Vectors NIPS 2024
OPDAI at SemEval-2024 Task 6: Small LLMs can Accelerate Hallucination Detection with Weakly Supervised Data SEMEVAL 2024
Boosting Transductive Few-Shot Fine-Tuning With Margin-Based Uncertainty Weighting and Probability Regularization CVPR 2023
Pre-training Intent-Aware Encoders for Zero- and Few-Shot Intent Classification EMNLP 2023
Prompting Large Language Models With Answer Heuristics for Knowledge-Based Visual Question Answering CVPR 2023
HOICLIP: Efficient Knowledge Transfer for HOI Detection With Vision-Language Models CVPR 2023
EC2: Emergent Communication for Embodied Control CVPR 2023
Bidirectional Cross-Modal Knowledge Exploration for Video Recognition With Pre-Trained Vision-Language Models CVPR 2023
StyleSync: High-Fidelity Generalized and Personalized Lip Sync in Style-Based Generator CVPR 2023
Disentangling Reasoning Capabilities from Language Models with Compositional Reasoning Transformers ACL 2023
APoLLo : Unified Adapter and Prompt Learning for Vision Language Models EMNLP 2023
SummEdits: Measuring LLM Ability at Factual Reasoning Through The Lens of Summarization EMNLP 2023