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Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

22 June 2021
Andreas Kirsch
Sebastian Farquhar
Parmida Atighehchian
Andrew Jesson
Frederic Branchaud-Charron
Y. Gal
ArXivPDFHTML

Papers citing "Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning"

5 / 5 papers shown
Title
Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective
Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective
Hechuan Wen
Tong Chen
Mingming Gong
Li Kheng Chai
S. Sadiq
Hongzhi Yin
CML
56
0
0
08 May 2025
MALADY: Multiclass Active Learning with Auction Dynamics on Graphs
MALADY: Multiclass Active Learning with Auction Dynamics on Graphs
Gokul Bhusal
Kevin Miller
E. Merkurjev
30
0
0
14 Sep 2024
Active Learning for Neural PDE Solvers
Active Learning for Neural PDE Solvers
Daniel Musekamp
Marimuthu Kalimuthu
David Holzmüller
Makoto Takamoto
Carlos Fernandez
AI4CE
41
4
0
02 Aug 2024
Speeding Up BatchBALD: A k-BALD Family of Approximations for Active
  Learning
Speeding Up BatchBALD: A k-BALD Family of Approximations for Active Learning
Andreas Kirsch
BDL
14
2
0
23 Jan 2023
Unifying Approaches in Active Learning and Active Sampling via Fisher
  Information and Information-Theoretic Quantities
Unifying Approaches in Active Learning and Active Sampling via Fisher Information and Information-Theoretic Quantities
Andreas Kirsch
Y. Gal
FedML
19
21
0
01 Aug 2022
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