ConfuciuX: Autonomous Hardware Resource Assignment for DNN Accelerators using Reinforcement Learning.
Sheng-Chun KaoGeonhwa JeongTushar KrishnaPublished in: MICRO (2020)
Keyphrases
- reinforcement learning
- computing systems
- autonomous learning
- computing platform
- single chip
- field programmable gate array
- hardware and software
- low cost
- function approximation
- state space
- resource allocation
- learning algorithm
- hardware implementation
- markov decision processes
- real time
- model free
- hardware architecture
- ibm power processor
- optimal control
- computer systems
- agent receives
- vlsi implementation
- embedded systems
- resource constraints
- massively parallel
- autonomous navigation
- resource management
- multi agent
- optimal policy
- learning capabilities
- reinforcement learning algorithms
- low power
- web resources
- computer architecture
- computing power
- graphics processing units
- data acquisition
- robotic systems
- high end
- parallel computing
- mobile robot
- learning agents
- training process
- cooperative