ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning.
Sheng-Chun KaoGeonhwa JeongTushar KrishnaPublished in: CoRR (2020)
Keyphrases
- reinforcement learning
- computing systems
- single chip
- autonomous learning
- field programmable gate array
- computing platform
- low cost
- resource allocation
- hardware and software
- function approximation
- real time
- learning capabilities
- cooperative
- computing power
- hardware implementation
- embedded systems
- computer systems
- image processing
- markov decision processes
- state space
- reinforcement learning algorithms
- learning algorithm
- vlsi implementation
- optimal policy
- ibm power processor
- dynamic programming
- multi agent
- clock frequency
- action space
- processing units
- machine learning
- model free
- training process
- low power
- data acquisition
- high speed
- graphics processing units
- temporal difference
- parallel computing
- autonomous navigation
- resource management
- hardware architecture
- quality of service
- autonomous mental development