Classification and reconstruction of optical quantum states with deep neural networks

3 December 2020

Papers citing "Classification and reconstruction of optical quantum states with deep neural networks"

49 / 49 papers shown

Title
Quantum State Tomography with Conditional Generative Adversarial Networks Shahnawaz Ahmed C. Muñoz Franco Nori A. F. Kockum GAN 3DPC 60 126 0 07 Aug 2020
Descending through a Crowded Valley - Benchmarking Deep Learning Optimizers Robin M. Schmidt Frank Schneider Philipp Hennig ODL 66 164 0 03 Jul 2020
Attention-based Quantum Tomography Peter Cha P. Ginsparg Felix Wu Juan Carrasquilla Peter L. McMahon Eun-Ah Kim 39 75 0 22 Jun 2020
Optimal Bounds between $f$ -Divergences and Integral Probability Metrics R. Agrawal Thibaut Horel 19 38 0 10 Jun 2020
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 393 41,106 0 28 May 2020
Learning to Simulate Dynamic Environments with GameGAN Seung Wook Kim Yuhao Zhou Jonah Philion Antonio Torralba Sanja Fidler GAN 39 102 0 25 May 2020
Machine learning assisted quantum state estimation Sanjaya Lohani Brian T. Kirby M. Brodsky Onur Danaci R. Glasser 104 80 0 06 Mar 2020
Computer-inspired Quantum Experiments Mario Krenn Manuel Erhard A. Zeilinger 40 73 0 23 Feb 2020
Mode-Assisted Unsupervised Learning of Restricted Boltzmann Machines Haik Manukian Y. Pei Sean R. B. Bearden M. Di Ventra 24 11 0 15 Jan 2020
Deep Learning on Image Denoising: An overview Chunwei Tian Lunke Fei Wenxian Zheng Yong-mei Xu W. Zuo Chia-Wen Lin 110 822 0 31 Dec 2019
Neural Density Estimation and Likelihood-free Inference George Papamakarios BDL DRL 44 45 0 29 Oct 2019
On Empirical Comparisons of Optimizers for Deep Learning Dami Choi Christopher J. Shallue Zachary Nado Jaehoon Lee Chris J. Maddison George E. Dahl 53 259 0 11 Oct 2019
Sparse Generative Adversarial Network Shahin Mahdizadehaghdam Ashkan Panahi Hamid Krim GAN 27 32 0 20 Aug 2019
Experimental quantum homodyne tomography via machine learning E. Tiunov V. Tiunova Alexander Ulanov A. Lvovsky A. Fedorov 77 56 0 15 Jul 2019
An Introduction to Variational Autoencoders Diederik P. Kingma Max Welling BDL SSL DRL 53 2,322 0 06 Jun 2019
Experimental neural network enhanced quantum tomography A. M. Palmieri E. Kovlakov Federico Bianchi D. Yudin S. Straupe Jacob Biamonte S. Kulik 20 158 0 11 Apr 2019
From Variational to Deterministic Autoencoders Partha Ghosh Mehdi S. M. Sajjadi Antonio Vergari Michael J. Black Bernhard Schölkopf DRL 52 271 0 29 Mar 2019
High-Fidelity Image Generation With Fewer Labels Mario Lucic Michael Tschannen Marvin Ritter Xiaohua Zhai Olivier Bachem Sylvain Gelly GAN OOD 53 157 0 06 Mar 2019
TomoGAN: Low-Dose Synchrotron X-Ray Tomography with Generative Adversarial Networks Zhengchun Liu Tekin Bicer R. Kettimuthu D. Gursoy F. Carlo Ian Foster MedIm GAN 52 96 0 20 Feb 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 479 10,466 0 12 Dec 2018
A hybrid machine-learning algorithm for designing quantum experiments L. O'Driscoll R. Nichols P. Knott 18 49 0 07 Dec 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 196 5,363 0 28 Sep 2018
Maximum likelihood quantum state tomography is inadmissible C. Ferrie R. Blume-Kohout 10 15 0 03 Aug 2018
Discovering physical concepts with neural networks Raban Iten Tony Metger H. Wilming L. D. Rio R. Renner PINN AI4CE 40 387 0 26 Jul 2018
Approximability of Discriminators Implies Diversity in GANs Yu Bai Tengyu Ma Andrej Risteski 34 74 0 27 Jun 2018
Supervised learning with quantum enhanced feature spaces Vojtěch Havlíček A. Córcoles K. Temme A. Harrow A. Kandala J. Chow J. Gambetta 26 1,799 0 30 Apr 2018
The Three Pillars of Machine Programming Justin Emile Gottschlich Armando Solar-Lezama Nesime Tatbul Michael Carbin Martin Rinard Regina Barzilay Saman P. Amarasinghe J. Tenenbaum Tim Mattson 63 62 0 20 Mar 2018
Noise2Noise: Learning Image Restoration without Clean Data J. Lehtinen Jacob Munkberg J. Hasselgren S. Laine Tero Karras M. Aittala Timo Aila 65 1,591 0 12 Mar 2018
Semi-Supervised Learning with IPM-based GANs: an Empirical Study Tom Sercu Youssef Mroueh GAN 46 1 0 07 Dec 2017
Experimental learning of quantum states Andrea Rocchetto Scott Aaronson Simone Severini G. Carvacho D. Poderini I. Agresti M. Bentivegna F. Sciarrino 34 69 0 30 Nov 2017
Estimating Cosmological Parameters from the Dark Matter Distribution Siamak Ravanbakhsh Junier Oliva S. Fromenteau Layne Price S. Ho J. Schneider Barnabás Póczós 28 75 0 06 Nov 2017
Neural-Network Quantum States, String-Bond States, and Chiral Topological States I. Glasser Nicola Pancotti Moritz August I. D. Rodriguez J. I. Cirac 113 227 0 11 Oct 2017
Learning hard quantum distributions with variational autoencoders Andrea Rocchetto Edward Grant Sergii Strelchuk Giuseppe Carleo Simone Severini BDL DRL 58 77 0 02 Oct 2017
Active learning machine learns to create new quantum experiments A. Melnikov Hendrik Poulsen Nautrup Mario Krenn Vedran Dunjko M. Tiersch A. Zeilinger Hans J. Briegel 36 263 0 02 Jun 2017
Transforming Bell's Inequalities into State Classifiers with Machine Learning Yue-Chi Ma M. Yung 26 76 0 02 May 2017
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 107 9,509 0 31 Mar 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 116 4,817 0 26 Jan 2017
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 267 19,560 0 21 Nov 2016
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 183 19,796 0 07 Oct 2016
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 745 14,454 0 07 Oct 2016
Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising Peng Sun W. Zuo Yunjin Chen Deyu Meng Lei Zhang SupR 107 6,962 0 13 Aug 2016
Instance Normalization: The Missing Ingredient for Fast Stylization Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 113 3,689 0 27 Jul 2016
TensorFlow: A system for large-scale machine learning Martín Abadi P. Barham Jianmin Chen Zhiwen Chen Andy Davis ... Vijay Vasudevan Pete Warden Martin Wicke Yuan Yu Xiaoqiang Zhang GNN AI4CE 290 18,300 0 27 May 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.1K 192,638 0 10 Dec 2015
You Only Look Once: Unified, Real-Time Object Detection Joseph Redmon S. Divvala Ross B. Girshick Ali Farhadi ObjD 517 36,643 0 08 Jun 2015
Conditional Generative Adversarial Nets M. Berk Mirza Simon Osindero GAN SyDa AI4CE 195 10,365 0 06 Nov 2014
scikit-image: Image processing in Python Stéfan van der Walt Johannes L. Schonberger Juan Nunez-Iglesias François Boulogne Joshua D. Warner Neil Yager Emmanuelle Gouillart Tony Yu the scikit-image contributors SSeg GP VLM 94 4,351 0 23 Jul 2014
Generative Adversarial Networks Ian Goodfellow Jean Pouget-Abadie M. Berk Mirza Bing Xu David Warde-Farley Sherjil Ozair Aaron Courville Yoshua Bengio GAN 117 2,191 0 10 Jun 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 332 16,972 0 20 Dec 2013