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Zhuowen Zou
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Revisiting hyperdimensional learning for fpga and low-power architectures
M Imani, Z Zou, S Bosch, SA Rao, S Salamat, V Kumar, Y Kim, T Rosing
2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021
822021
Scalable edge-based hyperdimensional learning system with brain-like neural adaptation
Z Zou, Y Kim, F Imani, H Alimohamadi, R Cammarota, M Imani
Proceedings of the International Conference for High Performance Computing …, 2021
632021
Biohd: an efficient genome sequence search platform using hyperdimensional memorization
Z Zou, H Chen, P Poduval, Y Kim, M Imani, E Sadredini, R Cammarota, ...
Proceedings of the 49th Annual International Symposium on Computer …, 2022
512022
Cognitive correlative encoding for genome sequence matching in hyperdimensional system
P Poduval, Z Zou, X Yin, E Sadredini, M Imani
2021 58th ACM/IEEE Design Automation Conference (DAC), 781-786, 2021
322021
Mimhd: Accurate and efficient hyperdimensional inference using multi-bit in-memory computing
A Kazemi, MM Sharifi, Z Zou, M Niemier, XS Hu, M Imani
2021 IEEE/ACM International Symposium on Low Power Electronics and Design …, 2021
302021
Stochd: Stochastic hyperdimensional system for efficient and robust learning from raw data
P Poduval, Z Zou, H Najafi, H Homayoun, M Imani
2021 58th ACM/IEEE Design Automation Conference (DAC), 1195-1200, 2021
292021
Memory-inspired spiking hyperdimensional network for robust online learning
Z Zou, H Alimohamadi, A Zakeri, F Imani, Y Kim, MH Najafi, M Imani
Scientific reports 12 (1), 7641, 2022
232022
Spiking hyperdimensional network: Neuromorphic models integrated with memory-inspired framework
Z Zou, H Alimohamadi, F Imani, Y Kim, M Imani
arXiv preprint arXiv:2110.00214, 2021
222021
Manihd: Efficient hyper-dimensional learning using manifold trainable encoder
Z Zou, Y Kim, MH Najafi, M Imani
2021 Design, Automation & Test in Europe Conference & Exhibition (DATE), 850-855, 2021
202021
Eventhd: Robust and efficient hyperdimensional learning with neuromorphic sensor
Z Zou, H Alimohamadi, Y Kim, MH Najafi, N Srinivasa, M Imani
Frontiers in Neuroscience 16, 858329, 2022
182022
Hdgim: Hyperdimensional genome sequence matching on unreliable highly scaled fefet
HE Barkam, S Yun, PR Genssler, Z Zou, CK Liu, H Amrouch, M Imani
2023 Design, Automation & Test in Europe Conference & Exhibition (DATE), 1-6, 2023
152023
Brain-inspired trustworthy hyperdimensional computing with efficient uncertainty quantification
Y Ni, H Chen, P Poduval, Z Zou, P Mercati, M Imani
2023 IEEE/ACM International Conference on Computer Aided Design (ICCAD), 01-09, 2023
52023
HDReason: Algorithm-Hardware Codesign for Hyperdimensional Knowledge Graph Reasoning
H Chen, Y Ni, A Zakeri, Z Zou, S Yun, F Wen, B Khaleghi, N Srinivasa, ...
arXiv preprint arXiv:2403.05763, 2024
22024
Hyperdimensional Quantum Factorization
P Poduval, Z Zou, A Velasquez, M Imani
arXiv preprint arXiv:2406.11889, 2024
12024
Conjunctive block coding for hyperdimensional graph representation
A Zakeri, Z Zou, H Chen, H Latapie, M Imani
Intelligent Systems with Applications 22, 200353, 2024
12024
HEAL: Brain-inspired Hyperdimensional Efficient Active Learning
Y Ni, Z Zou, W Huang, H Chen, WY Chung, S Cho, R Krishnan, P Mercati, ...
arXiv preprint arXiv:2402.11223, 2024
12024
Optimal decoding of neural dynamics occurs at mesoscale spatial and temporal resolutions
T Samiei, Z Zou, M Imani, E Nozari
Frontiers in Cellular Neuroscience 18, 1287123, 2024
12024
In-Memory Acceleration of Hyperdimensional Genome Matching on Unreliable Emerging Technologies
HE Barkam, S Yun, PR Genssler, CK Liu, Z Zou, H Amrouch, M Imani
IEEE Transactions on Circuits and Systems I: Regular Papers, 2024
12024
HDQMF: Holographic Feature Decomposition Using Quantum Algorithms
PP Poduval, Z Zou, M Imani
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024
12024
NetHD: Neurally Inspired Integration of Communication and Learning in Hyperspace
PP Poduval, Y Ni, Z Zou, K Ni, M Imani
Advanced Intelligent Systems, 2300841, 2024
12024
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