Density Matrix Emulation of Quantum Recurrent Neural Networks for Multivariate Time Series Prediction

31 October 2023

Papers citing "Density Matrix Emulation of Quantum Recurrent Neural Networks for Multivariate Time Series Prediction"

23 / 23 papers shown

Title
Quantum Recurrent Neural Networks for Sequential Learning Yanan Li Zhimin Wang Rongbing Han S. Shi Jiaxin Li R. Shang Haiyong Zheng Guoqiang Zhong Yongjian Gu 49 29 0 07 Feb 2023
Quantum deep recurrent reinforcement learning Samuel Yen-Chi Chen 88 21 0 26 Oct 2022
Rapid training of quantum recurrent neural networks M. Siemaszko A. Buraczewski Bertrand Le Saux Magdalena Stobiñska 65 9 0 01 Jul 2022
Path sampling of recurrent neural networks by incorporating known physics Sun-Ting Tsai Eric C. Fields Yijia Xu En-Jui Kuo P. Tiwary AI4CE PINN 32 24 0 01 Mar 2022
Variational Quantum Algorithms M. Cerezo A. Arrasmith Ryan Babbush S. Benjamin Suguru Endo ... Jarrod R. McClean K. Mitarai Xiao Yuan L. Cincio Patrick J. Coles 95 2,519 0 16 Dec 2020
Quantum Long Short-Term Memory Samuel Yen-Chi Chen Shinjae Yoo Yao-Lung L. Fang 59 164 0 03 Sep 2020
The effect of data encoding on the expressive power of variational quantum machine learning models Maria Schuld R. Sweke Johannes Jakob Meyer 67 510 0 19 Aug 2020
Recurrent Quantum Neural Networks Johannes Bausch 48 154 0 25 Jun 2020
A review on outlier/anomaly detection in time series data Ane Blázquez-García Angel Conde U. Mori Jose A. Lozano AI4TS 51 732 0 11 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 493 42,407 0 03 Dec 2019
Parameterized quantum circuits as machine learning models Marcello Benedetti Erika Lloyd Stefan H. Sack Mattia Fiorentini 87 892 0 18 Jun 2019
A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data Chuxu Zhang Dongjin Song Yuncong Chen Xinyang Feng C. Lumezanu Wei Cheng Jingchao Ni Bo Zong Haifeng Chen Nitesh Chawla AI4TS 157 699 0 20 Nov 2018
Barren plateaus in quantum neural network training landscapes Jarrod R. McClean Sergio Boixo V. Smelyanskiy Ryan Babbush Hartmut Neven 78 1,818 0 29 Mar 2018
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 687 131,526 0 12 Jun 2017
Unbiasing Truncated Backpropagation Through Time Corentin Tallec Yann Ollivier 54 76 0 23 May 2017
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Guokun Lai Wei-Cheng Chang Yiming Yang Hanxiao Liu BDL AI4TS 106 2,005 0 21 Mar 2017
Full-Capacity Unitary Recurrent Neural Networks Scott Wisdom Thomas Powers J. Hershey Jonathan Le Roux L. Atlas 52 293 0 31 Oct 2016
A Critical Review of Recurrent Neural Networks for Sequence Learning Zachary Chase Lipton John Berkowitz Charles Elkan 84 2,341 0 29 May 2015
Automatic differentiation in machine learning: a survey A. G. Baydin Barak A. Pearlmutter Alexey Radul J. Siskind PINN AI4CE ODL 156 2,803 0 20 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.8K 150,039 0 22 Dec 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 242 6,776 0 03 Sep 2014
Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation Kyunghyun Cho B. V. Merrienboer Çağlar Gülçehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk Yoshua Bengio AIMat 1.0K 23,344 0 03 Jun 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 243 16,354 0 30 Apr 2014