Search Results for author: Xiaotao Jia

Found 3 papers, 0 papers with code

DDC-PIM: Efficient Algorithm/Architecture Co-design for Doubling Data Capacity of SRAM-based Processing-In-Memory

no code implementations31 Oct 2023 Cenlin Duan, Jianlei Yang, Xiaolin He, Yingjie Qi, Yikun Wang, Yiou Wang, Ziyan He, Bonan Yan, Xueyan Wang, Xiaotao Jia, Weitao Pan, Weisheng Zhao

Processing-in-memory (PIM), as a novel computing paradigm, provides significant performance benefits from the aspect of effective data movement reduction.

Efficient Computation Reduction in Bayesian Neural Networks Through Feature Decomposition and Memorization

no code implementations8 May 2020 Xiaotao Jia, Jianlei Yang, Runze Liu, Xueyan Wang, Sorin Dan Cotofana, Weisheng Zhao

A feature decomposition and memorization (\texttt{DM}) strategy is utilized to reform the BNN inference flow in a reduced manner.

Memorization

Spintronics based Stochastic Computing for Efficient Bayesian Inference System

no code implementations3 Nov 2017 Xiaotao Jia, Jianlei Yang, Zhaohao Wang, Yiran Chen, Hai, Li, Weisheng Zhao

Bayesian inference is an effective approach for solving statistical learning problems especially with uncertainty and incompleteness.

Bayesian Inference

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