Is margin all you need? An extensive empirical study of active learning
on tabular data

Is margin all you need? An extensive empirical study of active learning on tabular data

7 October 2022

Afshin Rostamizadeh

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Papers citing "Is margin all you need? An extensive empirical study of active learning on tabular data"

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Title
Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Julius Gonsior Tim Rieß Anja Reusch Claudio Hartmann Maik Thiele Wolfgang Lehner 169 0 0 04 Jun 2025
No Free Lunch in Active Learning: LLM Embedding Quality Dictates Query Strategy Success Lukas Rauch Moritz Wirth Denis Huseljic M. Herde Bernhard Sick Yi Men 75 0 0 18 May 2025
Core-Set Selection for Data-efficient Land Cover Segmentation Keiller Nogueira Akram Zaytar Wanli Ma R. Roscher Ronny Hansch ... Simone Fobi Nsutezo Rahul Dodhia J. L. Ferres Oktay Karakuş Paul L. Rosin 176 1 0 02 May 2025
A Cross-Domain Benchmark for Active LearningNeural Information Processing Systems (NeurIPS), 2024 M. M. Kholoosi M. A. Babar Ilia Koloiarov Lars Schmidt-Thieme 132 7 0 01 Aug 2024
ALPBench: A Benchmark for Active Learning Pipelines on Tabular Data Valentin Margraf Marcel Wever Sandra Gilhuber Gabriel Marques Tavares Thomas Seidl Eyke Hüllermeier 165 3 0 25 Jun 2024
Fast Fishing: Approximating BAIT for Efficient and Scalable Deep Active Image Classification Denis Huseljic Paul Hahn M. Herde Lukas Rauch Bernhard Sick 206 3 0 13 Apr 2024
Benchmarking Multi-Domain Active Learning on Image Classification Jiayi Li Rohan Taori Tatsunori Hashimoto VLM 126 0 0 01 Dec 2023
Generalized Power Attacks against Crypto Hardware using Long-Range Deep Learning Elie Bursztein Luca Invernizzi Karel Král D. Moghimi J. Picod Marina Zhang AAML 118 8 0 12 Jun 2023
Combining Self-labeling with Selective Sampling Jędrzej Kozal Michal Wo'zniak 95 3 0 11 Jan 2023
Efficient Bayesian Updates for Deep Learning via Laplace Approximations Denis Huseljic M. Herde Lukas Rauch Paul Hahn Zhixin Huang D. Kottke S. Vogt Bernhard Sick BDL 171 0 0 12 Oct 2022