Conditional GAN for timeseries generation

30 June 2020

Papers citing "Conditional GAN for timeseries generation"

27 / 27 papers shown

Title
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations Dan Hendrycks Thomas G. Dietterich OOD VLM 154 3,423 0 28 Mar 2019
MirrorGAN: Learning Text-to-image Generation by Redescription Tingting Qiao Jing Zhang Duanqing Xu Dacheng Tao VLM GAN 61 539 0 14 Mar 2019
Quick and Easy Time Series Generation with Established Image-based GANs Eoin Brophy Zhengwei Wang T. Ward AI4TS 41 40 0 14 Feb 2019
Adversarial Examples Are a Natural Consequence of Test Error in Noise Nic Ford Justin Gilmer Nicholas Carlini E. D. Cubuk AAML 83 319 0 29 Jan 2019
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 96 2,662 0 29 Nov 2018
T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling Giorgia Ramponi P. Protopapas Marco Brambilla Ryan Janssen AI4TS TTA 36 97 0 20 Nov 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 240 5,381 0 28 Sep 2018
Learning Shape Priors for Single-View 3D Completion and Reconstruction Jiajun Wu Chengkai Zhang Xiuming Zhang Zhoutong Zhang William T. Freeman J. Tenenbaum 3DV 80 184 0 13 Sep 2018
EEG-GAN: Generative adversarial networks for electroencephalograhic (EEG) brain signals K. Hartmann R. Schirrmeister T. Ball GAN AI4TS 51 232 0 05 Jun 2018
Quantitatively Evaluating GANs With Divergences Proposed for Training Daniel Jiwoong Im He Ma Graham W. Taylor K. Branson EGVM 48 69 0 02 Mar 2018
Pros and Cons of GAN Evaluation Measures Ali Borji ELM EGVM 65 875 0 09 Feb 2018
Which Training Methods for GANs do actually Converge? L. Mescheder Andreas Geiger Sebastian Nowozin 73 1,464 0 13 Jan 2018
A Note on the Inception Score Shane T. Barratt Rishi Sharma EGVM 86 691 0 06 Jan 2018
Are GANs Created Equal? A Large-Scale Study Mario Lucic Karol Kurach Marcin Michalski Sylvain Gelly Olivier Bousquet EGVM 58 1,010 0 28 Nov 2017
Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs Cristóbal Esteban Stephanie L. Hyland Gunnar Rätsch GAN SyDa MedIm 93 787 0 08 Jun 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 179 9,533 0 31 Mar 2017
Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks Jun-Yan Zhu Taesung Park Phillip Isola Alexei A. Efros GAN 111 5,554 0 30 Mar 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 166 4,825 0 26 Jan 2017
PixelCNN++: Improving the PixelCNN with Discretized Logistic Mixture Likelihood and Other Modifications Tim Salimans A. Karpathy Xi Chen Diederik P. Kingma 87 939 0 19 Jan 2017
C-RNN-GAN: Continuous recurrent neural networks with adversarial training Olof Mogren GAN 99 520 0 29 Nov 2016
Time Series Classification from Scratch with Deep Neural Networks: A Strong Baseline Zhiguang Wang Weizhong Yan Tim Oates AI4TS 60 1,652 0 20 Nov 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 464 9,027 0 10 Jun 2016
Generative Adversarial Text to Image Synthesis Scott E. Reed Zeynep Akata Xinchen Yan Lajanugen Logeswaran Bernt Schiele Honglak Lee GAN 189 3,143 0 17 May 2016
Inception-v4, Inception-ResNet and the Impact of Residual Connections on Learning Christian Szegedy Sergey Ioffe Vincent Vanhoucke Alexander A. Alemi 359 14,223 0 23 Feb 2016
Pixel Recurrent Neural Networks Aaron van den Oord Nal Kalchbrenner Koray Kavukcuoglu SSeg GAN 445 2,566 0 25 Jan 2016
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks Alec Radford Luke Metz Soumith Chintala GAN OOD 243 13,989 0 19 Nov 2015
Scheduled Sampling for Sequence Prediction with Recurrent Neural Networks Samy Bengio Oriol Vinyals Navdeep Jaitly Noam M. Shazeer 133 2,032 0 09 Jun 2015