Efficient Algorithms for Monte Carlo Particle Transport on AI Accelerator Hardware.
John R. TrammBryce AllenKazutomo YoshiiAndrew R. SiegelLeighton WilsonPublished in: CoRR (2023)
Keyphrases
- monte carlo
- monte carlo method
- field programmable gate array
- artificial intelligence
- markov chain
- monte carlo simulation
- importance sampling
- monte carlo methods
- simulation study
- embedded systems
- markovian decision
- monte carlo tree search
- particle filter
- parallel implementation
- temporal difference
- hardware implementation
- game tree search
- variance reduction
- machine learning
- massively parallel
- hardware architecture
- optimal strategy
- stochastic approximation
- adaptive sampling
- image processing
- global illumination
- policy evaluation
- matrix inversion
- model selection
- point processes