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How to Select Which Active Learning Strategy is Best Suited for Your
  Specific Problem and Budget

How to Select Which Active Learning Strategy is Best Suited for Your Specific Problem and Budget

6 June 2023
Guy Hacohen
D. Weinshall
ArXivPDFHTML

Papers citing "How to Select Which Active Learning Strategy is Best Suited for Your Specific Problem and Budget"

10 / 10 papers shown
Title
Active Learning with a Noisy Annotator
Active Learning with a Noisy Annotator
Netta Shafir
Guy Hacohen
D. Weinshall
28
0
0
06 Apr 2025
Bridging Diversity and Uncertainty in Active learning with Self-Supervised Pre-Training
Bridging Diversity and Uncertainty in Active learning with Self-Supervised Pre-Training
Paul Doucet
Benjamin Estermann
Till Aczél
Roger Wattenhofer
148
4
0
20 Jan 2025
Uncertainty Herding: One Active Learning Method for All Label Budgets
Uncertainty Herding: One Active Learning Method for All Label Budgets
Wonho Bae
Gabriel L. Oliveira
Danica J. Sutherland
UQCV
92
0
0
30 Dec 2024
AutoAL: Automated Active Learning with Differentiable Query Strategy
  Search
AutoAL: Automated Active Learning with Differentiable Query Strategy Search
Yifeng Wang
Xueying Zhan
Siyu Huang
OOD
34
0
0
17 Oct 2024
Generalized Coverage for More Robust Low-Budget Active Learning
Generalized Coverage for More Robust Low-Budget Active Learning
Wonho Bae
Junhyug Noh
Danica J. Sutherland
22
0
0
16 Jul 2024
DCoM: Active Learning for All Learners
DCoM: Active Learning for All Learners
Inbal Mishal
D. Weinshall
VLM
20
0
0
01 Jul 2024
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active
  Image Classification
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image Classification
Denis Huseljic
Paul Hahn
M. Herde
Lukas Rauch
Bernhard Sick
18
1
0
13 Apr 2024
Optimizing Data Collection for Machine Learning
Optimizing Data Collection for Machine Learning
Rafid Mahmood
James Lucas
J. Álvarez
Sanja Fidler
M. Law
63
26
0
03 Oct 2022
Active Learning on a Budget: Opposite Strategies Suit High and Low
  Budgets
Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets
Guy Hacohen
Avihu Dekel
D. Weinshall
119
116
0
06 Feb 2022
Emerging Properties in Self-Supervised Vision Transformers
Emerging Properties in Self-Supervised Vision Transformers
Mathilde Caron
Hugo Touvron
Ishan Misra
Hervé Jégou
Julien Mairal
Piotr Bojanowski
Armand Joulin
298
5,761
0
29 Apr 2021
1