
MURAL: MetaLearning UncertaintyAware Rewards for OutcomeDriven Reinforcement Learning
Exploration in reinforcement learning is a challenging problem: in the w...
read it

Amortized Conditional Normalized Maximum Likelihood
While deep neural networks provide good performance for a range of chall...
read it

Conservative QLearning for Offline Reinforcement Learning
Effectively leveraging large, previously collected datasets in reinforce...
read it

Efficient OffPolicy MetaReinforcement Learning via Probabilistic Context Variables
Deep reinforcement learning algorithms require large amounts of experien...
read it

Learning to Walk via Deep Reinforcement Learning
Deep reinforcement learning suggests the promise of fully automated lear...
read it

Soft ActorCritic Algorithms and Applications
Modelfree deep reinforcement learning (RL) algorithms have been success...
read it

Composable Deep Reinforcement Learning for Robotic Manipulation
Modelfree deep reinforcement learning has been shown to exhibit good pe...
read it

Soft ActorCritic: OffPolicy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor
Modelfree deep reinforcement learning (RL) algorithms have been demonst...
read it