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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

TransAgent: Transfer Vision-Language Foundation Models with Heterogeneous Agent Collaboration NIPS 2024
Enhancing vision-language models for medical imaging: bridging the 3D gap with innovative slice selection NIPS 2024
Generate Universal Adversarial Perturbations for Few-Shot Learning NIPS 2024
Pretraining Codomain Attention Neural Operators for Solving Multiphysics PDEs NIPS 2024
FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification NIPS 2024
Neural decoding from stereotactic EEG: accounting for electrode variability across subjects NIPS 2024
Meta-Learning Universal Priors Using Non-Injective Change of Variables NIPS 2024
Mixture of Adversarial LoRAs: Boosting Robust Generalization in Meta-Tuning NIPS 2024
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
Diverse Retrieval-Augmented In-Context Learning for Dialogue State Tracking ACL 2023
Demystifying Prompts in Language Models via Perplexity Estimation EMNLP 2023