Examining the Role and Limits of Batchnorm Optimization to Mitigate Diverse Hardware-noise in In-memory Computing.
Abhiroop BhattacharjeeAbhishek MoitraYoungeun KimYeshwanth VenkateshaPriyadarshini PandaPublished in: ACM Great Lakes Symposium on VLSI (2023)
Keyphrases
- computing power
- memory management
- global optimization
- noisy data
- computational power
- real time
- low cost
- noise level
- parallel hardware
- internal memory
- optimization problems
- missing data
- digital signal processors
- optimization process
- memory requirements
- computer systems
- neural network
- hardware and software
- embedded systems
- constrained optimization
- signal to noise ratio
- additive noise
- optimization algorithm
- processing units
- random noise
- parallel architectures
- memory hierarchy
- wide variety
- image processing
- memory subsystem