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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

PPT: Pre-trained Prompt Tuning for Few-shot Learning ACL 2022
Multi-Tenant Optimization For Few-Shot Task-Oriented FAQ Retrieval EMNLP 2022
Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging ACL 2022
Meta-Adapters: Parameter Efficient Few-shot Fine-tuning through Meta-Learning AUTOML 2022
Zero- and Few-Shot NLP with Pretrained Language Models ACL 2022
Prototypical Verbalizer for Prompt-based Few-shot Tuning ACL 2022
On the Optimality Gap of Warm-Started Hyperparameter Optimization AUTOML 2022
Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models ACL 2022
Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning ACL 2022
Few-Shot Tabular Data Enrichment Using Fine-Tuned Transformer Architectures ACL 2022
Eliciting and Understanding Cross-task Skills with Task-level Mixture-of-Experts EMNLP 2022
CoNeRF: Controllable Neural Radiance Fields CVPR 2022
CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification CVPR 2022
Motion-Modulated Temporal Fragment Alignment Network for Few-Shot Action Recognition CVPR 2022
“Covid vaccine is against Covid but Oxford vaccine is made at Oxford!” Semantic Interpretation of Proper Noun Compounds EMNLP 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NIPS 2022
On the Convergence Theory for Hessian-Free Bilevel Algorithms NIPS 2022
Few-Shot Fast-Adaptive Anomaly Detection NIPS 2022
Meta-Learning with Self-Improving Momentum Target NIPS 2022
Learning Dense Object Descriptors from Multiple Views for Low-shot Category Generalization NIPS 2022
Understanding Benign Overfitting in Gradient-Based Meta Learning NIPS 2022
Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation NIPS 2022
Matryoshka Representation Learning NIPS 2022
Weak-shot Semantic Segmentation via Dual Similarity Transfer NIPS 2022
Towards Practical Few-shot Query Sets: Transductive Minimum Description Length Inference NIPS 2022