QuantumNAT

Author:

Wang Hanrui1,Gu Jiaqi2,Ding Yongshan3,Li Zirui4,Chong Frederic T.5,Pan David Z.2,Han Song1

Affiliation:

1. Massachusetts Institute of Technology

2. University of Taxes at Austin

3. Yale University

4. Shanghai Jiao Tong University

5. University of Chicago

Funder

Qualcomm Innovation Fellowship

NSF (National Science Foundation)

MIT-IBM Watson AI Lab

Publisher

ACM

Reference22 articles.

1. Quantum boltzmann machine;Amin Mohammad H;Physical Review,2018

2. Gavin E Crooks . 2019. Gradients of parameterized quantum gates using the parameter-shift rule and gate decomposition. arXiv preprint 1905 .13311 (2019). Gavin E Crooks. 2019. Gradients of parameterized quantum gates using the parameter-shift rule and gate decomposition. arXiv preprint 1905.13311 (2019).

3. Edward Farhi and Hartmut Neven . 2018. Classification with quantum neural networks on near term processors. arXiv preprint arXiv:1802.06002 ( 2018 ). Edward Farhi and Hartmut Neven. 2018. Classification with quantum neural networks on near term processors. arXiv preprint arXiv:1802.06002 (2018).

4. Song Han , Huizi Mao , and William J Dally . 2015. Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding. arXiv preprint arXiv:1510.00149 ( 2015 ). Song Han, Huizi Mao, and William J Dally. 2015. Deep compression: Compressing deep neural networks with pruning, trained quantization and huffman coding. arXiv preprint arXiv:1510.00149 (2015).

5. Quanvolutional neural networks: powering image recognition with quantum circuits

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1. AQUA: Analytics-driven quantum neural network (QNN) user assistance for software validation;Future Generation Computer Systems;2024-10

2. ProxiML: Building Machine Learning Classifiers for Photonic Quantum Computing;Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 3;2024-04-27

3. Elivagar: Efficient Quantum Circuit Search for Classification;Proceedings of the 29th ACM International Conference on Architectural Support for Programming Languages and Operating Systems, Volume 2;2024-04-27

4. JustQ: Automated Deployment of Fair and Accurate Quantum Neural Networks;2024 29th Asia and South Pacific Design Automation Conference (ASP-DAC);2024-01-22

5. QPulseLib: Accelerating the Pulse Generation of Quantum Circuit with Reusable Patterns;2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD);2023-10-28

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