Pinned Repositories
HeterogeneousQuantization
jax_squant
PTQ using SQuant paper in JAX
Network_Analysis
Pytorch code to view the effectiveness of a neural network over time using the Henze-Penrose statistic and Fisher permutation test for means.
OTPE
QuantizedCIL
quantized class incremental learning
QuantizedLSTM
Models and training scripts for "LSTMs for Keyword Spotting with ReRAM-based Compute-In-Memory Architectures" (ISCAS 2021).
QuantizedSNNs
This repository contains the models and training scripts used in the papers: "Quantizing Spiking Neural Networks with Integers" (ICONS 2020) and "Memory Organization for Energy-Efficient Learning and Inference in Digital Neuromorphic Accelerators" (ISCAS 2020).
slax
SNNQuantPrune
Code for the ISCAS23 paper "The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks"
timeloop-quant
This version supports per-operand precision
Intelligent Microsystems Lab's Repositories
Intelligent-Microsystems-Lab/QuantizedLSTM
Models and training scripts for "LSTMs for Keyword Spotting with ReRAM-based Compute-In-Memory Architectures" (ISCAS 2021).
Intelligent-Microsystems-Lab/QuantizedSNNs
This repository contains the models and training scripts used in the papers: "Quantizing Spiking Neural Networks with Integers" (ICONS 2020) and "Memory Organization for Energy-Efficient Learning and Inference in Digital Neuromorphic Accelerators" (ISCAS 2020).
Intelligent-Microsystems-Lab/SNNQuantPrune
Code for the ISCAS23 paper "The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks"
Intelligent-Microsystems-Lab/slax
Intelligent-Microsystems-Lab/Network_Analysis
Pytorch code to view the effectiveness of a neural network over time using the Henze-Penrose statistic and Fisher permutation test for means.
Intelligent-Microsystems-Lab/OTPE
Intelligent-Microsystems-Lab/HeterogeneousQuantization
Intelligent-Microsystems-Lab/QuantizedCIL
quantized class incremental learning
Intelligent-Microsystems-Lab/jax_squant
PTQ using SQuant paper in JAX
Intelligent-Microsystems-Lab/timeloop-quant
This version supports per-operand precision
Intelligent-Microsystems-Lab/NVSim
NVSim - A performance, energy and area estimation tool for non-volatile memory (NVM)
Intelligent-Microsystems-Lab/slayerPytorch
Modified version of SLAYER including pruning and dropout techniques
Intelligent-Microsystems-Lab/timeloop