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 59 34 0 17 Mar 2022
Coresets via Bilevel Optimization for Continual Learning and Streaming Zalan Borsos Mojmír Mutný Andreas Krause CLL 55 230 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 41 227 0 05 Dec 2019
Combining MixMatch and Active Learning for Better Accuracy with Fewer Labels Shuang Song David Berthelot Afshin Rostamizadeh 43 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 189 198 0 16 Oct 2019
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning Andreas Kirsch Joost R. van Amersfoort Y. Gal FedML 35 620 0 19 Jun 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 112 3,009 0 06 May 2019
Neural Tangent Kernel: Convergence and Generalization in Neural Networks Arthur Jacot Franck Gabriel Clément Hongler 121 3,160 0 20 Jun 2018
Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition Pete Warden 36 1,599 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 98 2,724 0 13 Apr 2017
Practical Coreset Constructions for Machine Learning Olivier Bachem Mario Lucic Andreas Krause 42 185 0 19 Mar 2017
Wide Residual Networks Sergey Zagoruyko N. Komodakis 192 7,951 0 23 May 2016
Hyperparameter optimization with approximate gradient Fabian Pedregosa 78 449 0 07 Feb 2016
Semi-Supervised Learning with Ladder Networks Antti Rasmus Harri Valpola Mikko Honkala Mathias Berglund T. Raiko SSL 54 1,369 0 09 Jul 2015