Frugal Reinforcement-based Active Learning

9 December 2022

Papers citing "Frugal Reinforcement-based Active Learning"

41 / 41 papers shown

Title
Learning Connectivity with Graph Convolutional Networks for Skeleton-based Action Recognition H. Sahbi GNN 51 27 0 06 Dec 2021
Deep Visual Domain Adaptation G. Csurka OOD 178 185 0 28 Dec 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 81 167 0 13 Aug 2020
DEAL: Deep Evidential Active Learning for Image Classification Patrick Hemmer Niklas Kühl Jakob Schöffer 43 38 0 22 Jul 2020
Bayesian Batch Active Learning as Sparse Subset Approximation Robert Pinsler Jonathan Gordon Eric T. Nalisnick José Miguel Hernández-Lobato UQCV 36 132 0 06 Aug 2019
BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning Andreas Kirsch Joost R. van Amersfoort Y. Gal FedML 51 624 0 19 Jun 2019
Deep Batch Active Learning by Diverse, Uncertain Gradient Lower Bounds Jordan T. Ash Chicheng Zhang A. Krishnamurthy John Langford Alekh Agarwal BDL UQCV 65 762 0 09 Jun 2019
Learning Loss for Active Learning Donggeun Yoo In So Kweon UQCV 63 658 0 09 May 2019
Self-supervised Visual Feature Learning with Deep Neural Networks: A Survey Longlong Jing Yingli Tian SSL 96 1,692 0 16 Feb 2019
A Comprehensive Survey on Graph Neural Networks Zonghan Wu Shirui Pan Fengwen Chen Guodong Long Chengqi Zhang Philip S. Yu FaML GNN AI4TS AI4CE 312 8,441 0 03 Jan 2019
Active Learning for Deep Object Detection C. Brust Christoph Käding Joachim Denzler VLM ObjD 38 115 0 26 Sep 2018
Adaptive Sampling Towards Fast Graph Representation Learning Wen-bing Huang Tong Zhang Yu Rong Junzhou Huang GNN 63 490 0 14 Sep 2018
Constrained Generation of Semantically Valid Graphs via Regularizing Variational Autoencoders Tengfei Ma Jie Chen Cao Xiao 106 208 0 07 Sep 2018
Adversarial Sampling for Active Learning Christoph Mayer Radu Timofte GAN 109 116 0 20 Aug 2018
Large-Scale Learnable Graph Convolutional Networks Hongyang Gao Zhengyang Wang Shuiwang Ji GNN 66 589 0 12 Aug 2018
Is Q-learning Provably Efficient? Chi Jin Zeyuan Allen-Zhu Sébastien Bubeck Michael I. Jordan OffRL 52 801 0 10 Jul 2018
Cost-effective Object Detection: Active Sample Mining with Switchable Selection Criteria Keze Wang Liang Lin Xiaopeng Yan Ziliang Chen Dongyu Zhang Lei Zhang ObjD 73 32 0 30 Jun 2018
Efficient Active Learning for Image Classification and Segmentation using a Sample Selection and Conditional Generative Adversarial Network Dwarikanath Mahapatra Behzad Bozorgtabar Jean-Philippe Thiran M. Reyes GAN MedIm 67 176 0 14 Jun 2018
Meta-Learning Transferable Active Learning Policies by Deep Reinforcement Learning Kunkun Pang Mingzhi Dong Yang Wu Timothy M. Hospedales OffRL 30 92 0 12 Jun 2018
GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs Jiani Zhang Xingjian Shi Junyuan Xie Hao Ma Irwin King Dit-Yan Yeung GNN 88 573 0 20 Mar 2018
Deep Visual Domain Adaptation: A Survey Mei Wang Weihong Deng OOD 47 2,002 0 10 Feb 2018
FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling Jie Chen Tengfei Ma Cao Xiao GNN 118 1,514 0 30 Jan 2018
Adaptive Graph Convolutional Neural Networks Ruoyu Li Sheng Wang Feiyun Zhu Junzhou Huang GNN 99 750 0 10 Jan 2018
DOTA: A Large-scale Dataset for Object Detection in Aerial Images Gui-Song Xia X. Bai Jian Ding Zhen Zhu Serge J. Belongie Jiebo Luo Mihai Datcu Marcello Pelillo Liangpei Zhang ObjD 105 2,154 0 28 Nov 2017
Automated Scalable Bayesian Inference via Hilbert Coresets Trevor Campbell Tamara Broderick 56 127 0 13 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 443 129,831 0 12 Jun 2017
Inductive Representation Learning on Large Graphs William L. Hamilton Z. Ying J. Leskovec 394 15,066 0 07 Jun 2017
CayleyNets: Graph Convolutional Neural Networks with Complex Rational Spectral Filters Ron Levie Federico Monti Xavier Bresson M. Bronstein GNN 122 658 0 22 May 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 213 8,072 0 15 Mar 2017
Learning Active Learning from Data Ksenia Konyushkova Raphael Sznitman Pascal Fua 30 301 0 09 Mar 2017
Generative Adversarial Active Learning Jia Jie Zhu José Bento GAN 37 183 0 25 Feb 2017
Semi-Supervised Classification with Graph Convolutional Networks Thomas Kipf Max Welling GNN SSL 439 28,901 0 09 Sep 2016
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering M. Defferrard Xavier Bresson P. Vandergheynst GNN 249 7,622 0 30 Jun 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 294 14,196 0 23 Feb 2016
Rethinking the Inception Architecture for Computer Vision Christian Szegedy Vincent Vanhoucke Sergey Ioffe Jonathon Shlens Z. Wojna 3DV BDL 478 27,231 0 02 Dec 2015
Gated Graph Sequence Neural Networks Yujia Li Daniel Tarlow Marc Brockschmidt R. Zemel GNN 262 3,271 0 17 Nov 2015
Diffusion-Convolutional Neural Networks James Atwood Don Towsley GNN DiffM 140 1,248 0 06 Nov 2015
Deep Convolutional Networks on Graph-Structured Data Mikael Henaff Joan Bruna Yann LeCun GNN 129 1,585 0 16 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 470 9,233 0 06 Jun 2015
Unsupervised Visual Representation Learning by Context Prediction Carl Doersch Abhinav Gupta Alexei A. Efros DRL SSL 150 2,777 0 19 May 2015
Spectral Networks and Locally Connected Networks on Graphs Joan Bruna Wojciech Zaremba Arthur Szlam Yann LeCun GNN 128 4,856 0 21 Dec 2013