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CUGEMM: Counter-Based Unary Computing Architecture for Energy-Efficient GEMM
会议论文
2025 62TH ACM/IEEE DESIGN AUTOMATION CONFERENCE (DAC)
作者:
Gong YT(龚雨陶)
;
Ni ZJ(倪兆君)
;
Ying KX(应铠秀)
;
Jiang HL(姜红兰)
;
Liu ST(刘思廷)
Adobe PDF(927Kb)
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收藏
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浏览/下载:56/6
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提交时间:2025/05/12
Unary computing
Matrix multiplication
Deep learning accelerators
Stochastic computing
Can Stochastic Computing Truly Tolerate Bit Flips?
会议论文
PROCEEDINGS OF THE ACM GREAT LAKES SYMPOSIUM ON VLSI, GLSVLSI, Clearwater, FL, United states, June 12, 2024 - June 14, 2024
作者:
Wang, Yutong
;
Ni, Zhaojun
;
Liu, Siting
Adobe PDF(1993Kb)
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收藏
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浏览/下载:391/10
|
提交时间:2024/08/09
Bit error rate
Computer system recovery
Error correction
Radiation hardening
Recovery
Stochastic models
Arithmetic circuit
Bit-flips
Bitstreams
Computation errors
Error-recovery
Fault-tolerant
Flip's model
Soft error
Stochastic circuits
Stochastic computing
From Multipliers to Integrators: a Survey of Stochastic Computing Primitives
期刊论文
IEEE TRANSACTIONS ON NANOTECHNOLOGY, 2024, 卷号: 23, 页码: 238-249
作者:
Shanshan Liu
;
Josep L. Rosselló
;
Siting Liu
;
Xiaochen Tang
;
Joan Font-Rosselló
Adobe PDF(1184Kb)
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收藏
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浏览/下载:323/2
|
提交时间:2024/03/29
Stochastic computing
multiplier
adder
divider
finite state machine
integrator
gradient descent
A High-Performance Stochastic Simulated Bifurcation Ising Machine
会议论文
PROCEEDINGS OF THE 61ST ACM/IEEE DESIGN AUTOMATION CONFERENCE, DAC 2024, null,San Francisco,CA, JUN 23-27, 2024
作者:
Zhang, Tingting
;
Zhang, Hongqiao
;
Yu, Zhengkun
;
Liu, Siting
;
Han, Jie
Adobe PDF(1138Kb)
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浏览/下载:383/33
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提交时间:2024/08/27
simulated bifurcation
Ising model
stochastic computing
Characterizing Stochastic Number Generators for Accurate Stochastic Computing
专著章节
出自: Design and Applications of Emerging Computer Systems, Springer, Cham:Weiqiang Liu, Jie Han, Fabrizio Lombardi, 2023, 页码: 331–349
作者:
Gong YT(龚雨陶)
;
Shi H(施衡)
;
Liu ST(刘思廷)
Adobe PDF(1047Kb)
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收藏
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浏览/下载:35/4
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提交时间:2025/04/27
Stochastic computing
Quasi-random numbers
Sobol sequences
Stochastic number generator
Low discrepancy sequences
Unconventional computing based on magnetic tunnel junction
期刊论文
APPLIED PHYSICS A: MATERIALS SCIENCE AND PROCESSING;, 2023, 卷号: 129, 期号: 4
作者:
Cai, Baofang
;
He, Yihan
;
Xin, Yue
;
Yuan, Zhengping
;
Zhang, Xue
Adobe PDF(7930Kb)
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收藏
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浏览/下载:1835/532
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提交时间:2023/03/24
Magnetic tunnel junction
Neuromorphic computing
Spintronic neuron
Spintronic synapse
Stochastic switching
Unconventional computing
Multi-Symmetric Lyapunov Equations
期刊论文
IEEE CONTROL SYSTEMS LETTERS, 2023, 卷号: 7, 页码: 1-1
作者:
Xvting Gao
;
Mario E. Villanueva
;
Boris Houska
Adobe PDF(429Kb)
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收藏
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浏览/下载:465/8
|
提交时间:2022/07/25
Digital control systems
Discrete time control systems
Lyapunov functions
Optimal control systems
Probability distributions
Stochastic control systems
Stochastic systems
Tensors
Discrete
time systems
Lyapunov equation
Moment-based computing
Optimal controls
Probability: distributions
Recursions
Stochastic optimal control
Symbol
Symmetrics
Uncertainty
Delta Sigma Modulator-based Dividers for Accurate and Low Latency Stochastic Computing Systems
期刊论文
IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS, 2023, 卷号: 13, 期号: 1, 页码: 1-1
作者:
Xiaochen Tang
;
Shanshan Liu
;
Farzad Niknia
;
Ziheng Wang
;
Siting Liu
Adobe PDF(8527Kb)
|
收藏
|
浏览/下载:345/0
|
提交时间:2023/03/17
Clocks
Complex networks
Delta sigma modulation
Mean square error
Modulators
Stochastic systems
Arithmetic
Compatible stochastic computing unit
Complexity theory
Computing units
Delta sigma modulator
Divider
Hardware
Neural-networks
Stochastic computing
Timing
End-to-End Delay Minimization based on Joint Optimization of DNN Partitioning and Resource Allocation for Cooperative Edge Inference
会议论文
IEEE VEHICULAR TECHNOLOGY CONFERENCE, Hong Kong, China, October 10, 2023 - October 13, 2023
作者:
Ye, Xinrui
;
Sun, Yanzan
;
Wen, Dingzhu
;
Pan, Guanjin
;
Zhang, Shunqing
Adobe PDF(1160Kb)
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收藏
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浏览/下载:388/94
|
提交时间:2024/01/19
Convex optimization
Deep neural networks
Mobile edge computing
Object detection
Queueing theory
Resource allocation
Stochastic models
Stochastic systems
Delay minimization
Edge intelligence
End to end delay
Joint optimization
Multi dimensional
Network partitioning
Network resource
Partitioning inference
Reinforcement learnings
Resources allocation
HSB-GDM: A Hybrid Stochastic-Binary Circuit for Gradient Descent with Momentum in the Training of Neural Networks
会议论文
PROCEEDINGS OF THE 17TH ACM INTERNATIONAL SYMPOSIUM ON NANOSCALE ARCHITECTURES, NANOARCH 2022, Virtual, Online, United states, December 7, 2022 - December 9, 2022
作者:
Li, Han
;
Shi, Heng
;
Jiang, Honglan
;
Liu, Siting
Adobe PDF(758Kb)
|
收藏
|
浏览/下载:393/6
|
提交时间:2023/07/14
Digital arithmetic
Energy efficiency
Gradient methods
Timing circuits
Binary circuits
Binary gradients
Edge application
Energy efficient
Gradient-descent
Neural-networks
Quantisation
Stochastic computing
Stochastics
Weight update
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