Semi-supervised Batch Active Learning via Bilevel Optimization

19 October 2020

Papers citing "Semi-supervised Batch Active Learning via Bilevel Optimization"

14 / 14 papers shown

Title
A Framework and Benchmark for Deep Batch Active Learning for Regression David Holzmüller Viktor Zaverkin Johannes Kastner Ingo Steinwart UQCV BDL GP 92 37 0 17 Mar 2022
Coresets via Bilevel Optimization for Continual Learning and Streaming Zalan Borsos Mojmír Mutný Andreas Krause CLL 78 238 0 06 Jun 2020
Neural Tangents: Fast and Easy Infinite Neural Networks in Python Roman Novak Lechao Xiao Jiri Hron Jaehoon Lee Alexander A. Alemi Jascha Narain Sohl-Dickstein S. Schoenholz 79 229 0 05 Dec 2019
Combining MixMatch and Active Learning for Better Accuracy with Fewer Labels Shuang Song David Berthelot Afshin Rostamizadeh 72 33 0 02 Dec 2019
Consistency-based Semi-supervised Active Learning: Towards Minimizing Labeling Cost M. Gao Zizhao Zhang Guo-Ding Yu Sercan O. Arik L. Davis Tomas Pfister 206 200 0 16 Oct 2019
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning Andreas Kirsch Joost R. van Amersfoort Y. Gal FedML 87 629 0 19 Jun 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 151 3,033 0 06 May 2019
Neural Tangent Kernel: Convergence and Generalization in Neural Networks Arthur Jacot Franck Gabriel Clément Hongler 273 3,213 0 20 Jun 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 88 1,626 0 09 Apr 2018
Virtual Adversarial Training: A Regularization Method for Supervised and Semi-Supervised Learning Takeru Miyato S. Maeda Masanori Koyama S. Ishii GAN 148 2,738 0 13 Apr 2017
Practical Coreset Constructions for Machine Learning Olivier Bachem Mario Lucic Andreas Krause 67 186 0 19 Mar 2017
Wide Residual Networks Sergey Zagoruyko N. Komodakis 351 7,995 0 23 May 2016
Hyperparameter optimization with approximate gradient Fabian Pedregosa 112 450 0 07 Feb 2016
Semi-Supervised Learning with Ladder Networks Antti Rasmus Harri Valpola Mikko Honkala Mathias Berglund T. Raiko SSL 99 1,372 0 09 Jul 2015