Enabling fast uncertainty estimation: accelerating bayesian transformers via algorithmic and hardware optimizations.
Hongxiang FanMartin FeriancWayne LukPublished in: DAC (2022)
Keyphrases
- decision theory
- dempster shafer
- low cost
- real time
- hardware and software
- bayesian estimation
- estimation accuracy
- computer systems
- hardware implementation
- embedded systems
- computing power
- massively parallel
- computing systems
- estimation algorithm
- personal computer
- posterior probability
- data driven
- bayesian networks
- image processing
- estimation error
- hardware architecture
- vlsi implementation
- markov random field prior
- accurate estimation
- bayesian learning
- belief functions
- density estimation
- incomplete information
- image sequences
- neural network