stochastic-computing
There are 3 repositories under stochastic-computing topic.
leamoon / StochasticNet
Nerual Network of Stochastic Computing for MNIST Recognition
Language:Python 186diwu1990 / uSystolic-Sim
A systolic array simulator for multi-cycle MACs and varying-byte words, with the paper accepted to HPCA 2022.
Language:C++ 57This is a general-purpose simulator for unary computing based on PyTorch, with the paper accepted to ISCA 2020 and awarded IEEE Micro Top Pick for 2020.
Language:SystemVerilog 38adamsolomou / SC-DNN
Stochastic Computing for Deep Neural Networks
Language:Python 28cceroici / Stochastic-Neural-Network
Fully Hardware-Based Stochastic Neural Network
Language:Verilog 17GuangxianZhu / Fully-SCNN
An example of SC-FCNN on MNIST. This work is an un-offical implementation of paper: Dynamic Energy-Accuracy Trade-off Using Stochastic Computing in Deep Neural Networks. We use full-SC process, all values are representated as bit-stream. and got result acc = 97.2%.
Language:Jupyter Notebook 6Archie3d / stochastic_fpga_synth
Stochastic computing audio synthesizer
Language:VHDL 5- Language:Scala 5
Sairam954 / SC_ONN_SIM
This is a transaction-level, event-driven python-based simulator for evaluation of stochastic computing based optical neural network accelerators for various quantized Convolutional Neural Network models. This can generate metrics of an accelerator like latency, area, energy consumption and power
Language:Python 3daCFniel / Random-Walker
Solving stochastic problems involving Markov Chains
Language:Java 1muddasser-mm / Stochastic_Computation_Deep_Belief_Network_Seminar
Seminar report and presentation slides on topic Stochastic Computational Deep Belief Network
- Language:HTML 1
serco425 / Agile-SC-Simulation
Supplementary material for a manuscript in IEEE TCAD
Language:MATLAB 1- Language:Jupyter Notebook 0
