Richard Liaw
4 papers · 2018–2020 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Interdisciplinary Bridge ยท Bronze
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Research topics
Keywords
policy optimization
(2)
distributed computing
(2)
distributed reinforcement learning
(2)
reinforcement learning
(2)
autonomous vehicle
(1)
parallel computation
(1)
task parallel computation
(1)
actor model
(1)
fault tolerant system
(1)
hierarchical control
(1)
target network
(1)
mixed-autonomy traffic
(1)
control technique
(1)
scalable software
(1)
task parallel
(1)
deep reinforcement learning
(1)
dynamic execution
(1)
sample efficiency
(1)
importance sampling
(1)
asynchronous training
(1)
Papers
IMPACT: Importance Weighted Asynchronous Architectures with Clipped Target Networks
ICLR 2020
Benchmarks for reinforcement learning in mixed-autonomy traffic
CoRL 2018
Ray: A Distributed Framework for Emerging AI Applications
OSDI 2018
RLlib: Abstractions for Distributed Reinforcement Learning
ICML 2018