stochastic-computing
There are 3 repositories under stochastic-computing topic.
leamoon / StochasticNet
Nerual Network of Stochastic Computing for MNIST Recognition
Language:Python 199diwu1990 / uSystolic-Sim
A systolic array simulator for multi-cycle MACs and varying-byte words, with the paper accepted to HPCA 2022.
Language:C++ 67This 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 42adamsolomou / SC-DNN
Stochastic Computing for Deep Neural Networks
Language:Python 29cceroici / Stochastic-Neural-Network
Fully Hardware-Based Stochastic Neural Network
Language:Verilog 18GuangxianZhu / 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 7Archie3d / 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 2serco425 / Agile-SC-Simulation
Supplementary material for a manuscript in IEEE TCAD
Language:MATLAB 2muddasser-mm / Stochastic_Computation_Deep_Belief_Network_Seminar
Seminar report and presentation slides on topic Stochastic Computational Deep Belief Network
- Language:HTML 1
- Language:Jupyter Notebook 0
