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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

HW-TSC Translation Systems for the WMT22 Chat Translation Task EMNLP 2022
Few-shot initializing of Active Learner via Meta-Learning EMNLP 2022
Few-Shot Cross-Lingual Learning for Event Detection EMNLP 2022
CiteSum: Citation Text-guided Scientific Extreme Summarization and Domain Adaptation with Limited Supervision EMNLP 2022
EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing EMNLP 2022
Balanced and Hierarchical Relation Learning for One-Shot Object Detection CVPR 2022
Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference CVPR 2022
Few-Shot Head Swapping in the Wild CVPR 2022
Hybrid Relation Guided Set Matching for Few-Shot Action Recognition CVPR 2022
SNUG: Self-Supervised Neural Dynamic Garments CVPR 2022
Few Shot Generative Model Adaption via Relaxed Spatial Structural Alignment CVPR 2022
Few-Shot Incremental Learning for Label-to-Image Translation CVPR 2022
Improving Task-Specific Generalization in Few-Shot Learning via Adaptive Vicinal Risk Minimization NIPS 2022
On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation NIPS 2022
MOMA-LRG: Language-Refined Graphs for Multi-Object Multi-Actor Activity Parsing NIPS 2022
Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport NIPS 2022
Neural Attentive Circuits 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
Improved Algorithms for Neural Active Learning NIPS 2022
Active Learning Helps Pretrained Models Learn the Intended Task NIPS 2022
Few-Shot Continual Active Learning by a Robot NIPS 2022
Hyperbolic Feature Augmentation via Distribution Estimation and Infinite Sampling on Manifolds NIPS 2022
Towards Practical Few-shot Query Sets: Transductive Minimum Description Length Inference NIPS 2022
Bandit Theory and Thompson Sampling-Guided Directed Evolution for Sequence Optimization NIPS 2022