EBSP: evolving bit sparsity patterns for hardware-friendly inference of quantized deep neural networks.
Fangxin LiuWenbo ZhaoZongwu WangYongbiao ChenZhezhi HeNaifeng JingXiaoyao LiangLi JiangPublished in: DAC (2022)
Keyphrases
- neural network
- pattern recognition
- high dimensional
- low cost
- hardware and software
- image processing
- real time
- design patterns
- connectionist systems
- inference process
- hardware implementation
- fault diagnosis
- computer systems
- back propagation
- fuzzy logic
- probabilistic inference
- significant bit
- protection schemes
- bayesian networks
- integer arithmetic
- artificial neural networks
- massively parallel
- training process
- data mining techniques
- embedded systems
- pattern discovery
- belief networks
- recurrent neural networks
- multilayer perceptron
- sequential patterns
- self organizing maps