most citedImitAL: Learned Active Learning Strategy on Synthetic Data

5 citations · 5 across the 2 of their papers we have counts for

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cs.LG2025

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid

Julius Gonsior, Tim Rieß, Anja Reusch +3

Annotating data is a time-consuming and costly task, but it is inherently required for supervised machine learning. Active Learning (AL) is an established method that minimizes hum…

cs.LG2022★ 5 cited

ImitAL: Learned Active Learning Strategy on Synthetic Data

Julius Gonsior, Maik Thiele, Wolfgang Lehner

Active Learning (AL) is a well-known standard method for efficiently obtaining annotated data by first labeling the samples that contain the most information based on a query strat…