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Chuteng Zhou
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Micronets: Neural network architectures for deploying tinyml applications on commodity microcontrollers
C Banbury, C Zhou, I Fedorov, R Matas, U Thakker, D Gope, ...
Proceedings of Machine Learning and Systems 3, 517-532, 2021
1712021
Fixynn: Efficient hardware for mobile computer vision via transfer learning
PN Whatmough, C Zhou, P Hansen, SK Venkataramanaiah, J Seo, ...
The 2nd Conference on Machine Learning and Systems (MLSys) 2019, Palo Alto …, 2019
612019
Compressing rnns for iot devices by 15-38x using kronecker products
U Thakker, J Beu, D Gope, C Zhou, I Fedorov, G Dasika, M Mattina
arXiv preprint arXiv:1906.02876, 2019
382019
Noisy machines: Understanding noisy neural networks and enhancing robustness to analog hardware errors using distillation
C Zhou, P Kadambi, M Mattina, PN Whatmough
arXiv preprint arXiv:2001.04974, 2020
362020
Plasma electron hole kinematics. II. Hole tracking Particle-In-Cell simulation
C Zhou, IH Hutchinson
Physics of Plasmas 23 (8), 2016
242016
Plasma electron hole kinematics. I. Momentum conservation
IH Hutchinson, C Zhou
Physics of Plasmas 23 (8), 2016
192016
Pushing the limits of rnn compression
U Thakker, I Fedorov, J Beu, D Gope, C Zhou, G Dasika, M Mattina
2019 Fifth Workshop on Energy Efficient Machine Learning and Cognitive …, 2019
162019
Dynamics of a slow electron hole coupled to an ion-acoustic soliton
C Zhou, IH Hutchinson
Physics of Plasmas 25 (8), 2018
162018
Fixyfpga: Efficient fpga accelerator for deep neural networks with high element-wise sparsity and without external memory access
J Meng, SK Venkataramanaiah, C Zhou, P Hansen, P Whatmough, J Seo
2021 31st International Conference on Field-Programmable Logic and …, 2021
152021
Kinetic electron and ion instability of the lunar wake simulated at physical mass ratio
CB Haakonsen, IH Hutchinson, C Zhou
Physics of Plasmas 22 (3), 2015
142015
AnalogNets: ML-HW co-design of noise-robust TinyML models and always-on analog compute-in-memory accelerator
C Zhou, FG Redondo, J Büchel, I Boybat, XT Comas, SR Nandakumar, ...
arXiv preprint arXiv:2111.06503, 2021
122021
Non-linear plasma wake growth of electron holes
IH Hutchinson, CB Haakonsen, C Zhou
Physics of Plasmas 22 (3), 2015
122015
Plasma electron hole oscillatory velocity instability
C Zhou, IH Hutchinson
Journal of Plasma Physics 83 (5), 905830501, 2017
102017
Micronets: Neural network architectures for deploying tinyml applications on commodity microcontrollers. arXiv 2021
C Banbury, C Zhou, I Fedorov, RM Navarro, U Thakkar, D Gope, VJ Reddi, ...
arXiv preprint arXiv:2010.11267, 0
9
UDC: Unified DNAS for Compressible TinyML Models
I Fedorov, R Matas, H Tann, C Zhou, M Mattina, P Whatmough
36th Conference on Neural Information Processing Systems (NeurIPS 2022), 2022
82022
Active multi-fidelity Bayesian online changepoint detection
GW Gundersen, D Cai, C Zhou, BE Engelhardt, RP Adams
37th Conference on Uncertainty in Artificial Intelligence (UAI 2021), 2021
72021
Fixynn: Energy-efficient real-time mobile computer vision hardware acceleration via transfer learning
P Whatmough, C Zhou, P Hansen, S Venkataramanaiah, J Seo, M Mattina
Proceedings of Machine Learning and Systems 1, 107-119, 2019
72019
Plasma electron hole ion-acoustic instability
C Zhou, IH Hutchinson
J. Plasma Phys 83, 90580501, 2017
72017
Ml-hw co-design of noise-robust tinyml models and always-on analog compute-in-memory edge accelerator
C Zhou, FG Redondo, J Büchel, I Boybat, XT Comas, SR Nandakumar, ...
IEEE Micro 42 (6), 76-87, 2022
52022
Information contraction in noisy binary neural networks and its implications
C Zhou, Q Zhuang, M Mattina, PN Whatmough
arXiv preprint arXiv:2101.11750, 2021
42021
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