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Active Learning

1885 directly classified papers

Papers per year

Papers

Active Learning of Classifiers with Label and Seed Queries NIPS 2022
Active Learning with Safety Constraints NIPS 2022
Making Look-Ahead Active Learning Strategies Feasible with Neural Tangent Kernels NIPS 2022
LOG: Active Model Adaptation for Label-Efficient OOD Generalization NIPS 2022
Are all Frames Equal? Active Sparse Labeling for Video Action Detection NIPS 2022
Sound and Complete Causal Identification with Latent Variables Given Local Background Knowledge NIPS 2022
Active Labeling: Streaming Stochastic Gradients NIPS 2022
FAMIE: A Fast Active Learning Framework for Multilingual Information Extraction NAACL 2022
AcTune: Uncertainty-Based Active Self-Training for Active Fine-Tuning of Pretrained Language Models NAACL 2022
Active Learning Polynomial Threshold Functions NIPS 2022
Efficient Active Learning with Abstention NIPS 2022
CPRAL: Collaborative Panoptic-Regional Active Learning for Semantic Segmentation AAAI 2022
Boosting Active Learning via Improving Test Performance AAAI 2022
”Diversity and Uncertainty in Moderation” are the Key to Data Selection for Multilingual Few-shot Transfer NAACL 2022
Designing a Human-in-the-Loop System for Object Detection in Floor Plans AAAI 2022
Batch Multi-Fidelity Active Learning with Budget Constraints NIPS 2022
Evaluating Pre-Trained Sentence-BERT with Class Embeddings in Active Learning for Multi-Label Text Classification IJCNLP 2022
One Size Does Not Fit All: The Case for Personalised Word Complexity Models NAACL 2022
ALLSH: Active Learning Guided by Local Sensitivity and Hardness NAACL 2022
Annotation Cost-Sensitive Deep Active Learning with Limited Data (Student Abstract) AAAI 2022
Adaptive Sampling for Discovery NIPS 2022
Clean or Annotate: How to Spend a Limited Data Collection Budget NAACL 2022
A Murder and Protests, the Capitol Riot, and the Chauvin Trial: Estimating Disparate News Media Stance IJCAI 2022
Teaching Interactively to Learn Emotions in Natural Language NAACL 2022
GreaseVision: Rewriting the Rules of the Interface NAACL 2022