Hybrid Stochastic-Binary Computing for Low-Latency and High-Precision Inference of CNNs
Author:
Affiliation:
1. School of Electronic Science and Engineering, Nanjing University, Nanjing, China
2. Institute for Artificial Intelligence and the School of Integrated Circuits, Peking University, Beijing, China
Funder
National Natural Science Foundation of China
High-Level Personnel Project of Jiangsu Province
Key Research Plan of Jiangsu Province of China
Publisher
Institute of Electrical and Electronics Engineers (IEEE)
Subject
Electrical and Electronic Engineering,Hardware and Architecture
Link
http://xplorestaging.ieee.org/ielx7/8919/9809931/09777881.pdf?arnumber=9777881
Reference40 articles.
1. Memristive Stochastic Computing for Deep Learning Parameter Optimization
2. StoRM
3. Accelerating Deterministic Stochastic Computing with Context-Aware Bit-stream Generator
4. Fully-Parallel Area-Efficient Deep Neural Network Design Using Stochastic Computing
5. HEIF: Highly Efficient Stochastic Computing-Based Inference Framework for Deep Neural Networks
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