Data Efficient Methods For Reinforcement Learning

Short Overview: Authors: Ofir Nachum, Shixiang Gu, Honglak Lee, Sergey Levine Presented for the class CS885 This ONE SIMPLE TRICK can take a vanilla RL algorithm to achieve state-of-the-art.

Data Efficient Methods For Reinforcement Learning -

Authors: Ofir Nachum, Shixiang Gu, Honglak Lee, Sergey Levine Presented for the class CS885 This ONE SIMPLE TRICK can take a vanilla RL algorithm to achieve state-of-the-art.

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Authors: Ofir Nachum, Shixiang Gu, Honglak Lee, Sergey Levine Presented for the class CS885
This ONE SIMPLE TRICK can take a vanilla RL algorithm to achieve state-of-the-art.

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Reference Gallery

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Reinforcement Learning from Static Datasets Algorithms, Analysis and Applications

Emma Brunskill (Stanford University): "Efficient Reinforcement Learning When Data is Costly"

Reinforcement Learning with Augmented Data (Paper Explained)

Data-Efficient Hierarchical Reinforcement Learning

Reinforcement Learning with Augmented Data

Provably Efficient Reinforcement Learning with Linear Function Approximation - Chi Jin

EfficientZero: Mastering Atari Games with Limited Data (Machine Learning Research Paper Explained)

Aviral Kumar - Reinforcement Learning from Static Datasets | Nuro Technical Talks

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Data Efficient Methods for Reinforcement Learning

Data Efficient Methods for Reinforcement Learning

Xian Carrie Wu (Simons Institute) Meet the Fellows Welcome Event.

Data-Efficient Machine Learning for Autonomous Robots

Data-Efficient Machine Learning for Autonomous Robots

Lecturer: Marc Deisenroth In many high-impact areas of machine

Reinforcement Learning from Static Datasets Algorithms, Analysis and Applications

Reinforcement Learning from Static Datasets Algorithms, Analysis and Applications

Read more details and related context about Reinforcement Learning from Static Datasets Algorithms, Analysis and Applications.

Emma Brunskill (Stanford University): "Efficient Reinforcement Learning When Data is Costly"

Emma Brunskill (Stanford University): "Efficient Reinforcement Learning When Data is Costly"

Read more details and related context about Emma Brunskill (Stanford University): "Efficient Reinforcement Learning When Data is Costly".

Reinforcement Learning with Augmented Data (Paper Explained)

Reinforcement Learning with Augmented Data (Paper Explained)

This ONE SIMPLE TRICK can take a vanilla RL algorithm to achieve state-of-the-art. What is it? Simply augment your training

Data-Efficient Hierarchical Reinforcement Learning

Data-Efficient Hierarchical Reinforcement Learning

Authors: Ofir Nachum, Shixiang Gu, Honglak Lee, Sergey Levine Presented for the class CS885

Reinforcement Learning with Augmented Data

Reinforcement Learning with Augmented Data

Read more details and related context about Reinforcement Learning with Augmented Data.

Provably Efficient Reinforcement Learning with Linear Function Approximation - Chi Jin

Provably Efficient Reinforcement Learning with Linear Function Approximation - Chi Jin

Workshop on Theory of Deep Learning: Where next? Topic: Provably

EfficientZero: Mastering Atari Games with Limited Data (Machine Learning Research Paper Explained)

EfficientZero: Mastering Atari Games with Limited Data (Machine Learning Research Paper Explained)

Read more details and related context about EfficientZero: Mastering Atari Games with Limited Data (Machine Learning Research Paper Explained).

Aviral Kumar - Reinforcement Learning from Static Datasets | Nuro Technical Talks

Aviral Kumar - Reinforcement Learning from Static Datasets | Nuro Technical Talks

Read more details and related context about Aviral Kumar - Reinforcement Learning from Static Datasets | Nuro Technical Talks.