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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

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
Can Yes-No Question-Answering Models be Useful for Few-Shot Metaphor Detection? EMNLP 2022
IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach EMNLP 2022
Investigating the Characteristics of a Transformer in a Few-Shot Setup: Does Freezing Layers in RoBERTa Help? EMNLP 2022
Analyzing the Limits of Self-Supervision in Handling Bias in Language EMNLP 2022
Prompt-learning for Fine-grained Entity Typing EMNLP 2022
WANLI: Worker and AI Collaboration for Natural Language Inference Dataset Creation EMNLP 2022
Improving Few-Shot Domain Transfer for Named Entity Disambiguation with Pattern Exploitation EMNLP 2022
Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation EMNLP 2022
DynaMaR: Dynamic Prompt with Mask Token Representation EMNLP 2022
Dual Context-Guided Continuous Prompt Tuning for Few-Shot Learning ACL 2022
Matching Feature Sets for Few-Shot Image Classification CVPR 2022
Few-Shot Keypoint Detection With Uncertainty Learning for Unseen Species CVPR 2022
Scaling Vision Transformers CVPR 2022
Learning from the Target: Dual Prototype Network for Few Shot Semantic Segmentation AAAI 2022
Stage Conscious Attention Network (SCAN): A Demonstration-Conditioned Policy for Few-Shot Imitation AAAI 2022
DETReg: Unsupervised Pretraining With Region Priors for Object Detection CVPR 2022