Media Summary: Speaker: Kexin Pei Title: Analyzing and Optimizing Software via Robust and Sabrina Hoppe, Markus Giftthaler, Robert Krug & Marc Toussaint. Jessica Borja, Oier Mees, Gabriel Kalweit, Lukas Hermann, Joschka Boedecker, Wolfram Burgard IEEE International Conference ...

Sample Efficient Learning For Industrial - Detailed Analysis & Overview

Speaker: Kexin Pei Title: Analyzing and Optimizing Software via Robust and Sabrina Hoppe, Markus Giftthaler, Robert Krug & Marc Toussaint. Jessica Borja, Oier Mees, Gabriel Kalweit, Lukas Hermann, Joschka Boedecker, Wolfram Burgard IEEE International Conference ... Alekh Agarwal, Microsoft Research New York Interactive In Proceedings of Robotics: Science and Systems (RSS) 2022. Keywords: robotic grasping, machine ICAPS 2014 journal track presentation on the paper: Todd Hester and Peter Stone. TEXPLORE: Real-Time

Adam Klivans (University of Texas, Austin) The ...

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Sample Efficient Reinforcement Learning
Kexin Pei (U Chicago)Analyzing and Optimizing Software via Robust and Sample-Efficient Learning
Chi Jin: Bellman Eluder Dimension: New Rich Classes of RL Problems and Sample-Efficient Algorithms
Sample-Efficient Learning for Industrial Assembly using Qgraph-bounded DDPG
Efficient Reinforcement Learning – Rhythm Garg & Linden Li, Applied Compute
Affordance Learning from Play for Sample-Efficient Policy Learning
Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation
Sample-Efficient Reinforcement Learning with Rich Observations
Sample Efficient Grasp Learning Using Equivariant Models
ICAPS 2014: Peter Stone on "TEXPLORE: Real-Time Sample-Efficient Reinforcement Learning for Robots"
Sample Efficient Reinforcement Learning, Chi-Guhn Lee @ U Toronto
Divia Grover: Sample efficient Bayesian reinforcement learning
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Sample Efficient Reinforcement Learning

Sample Efficient Reinforcement Learning

Sample Efficient

Kexin Pei (U Chicago)Analyzing and Optimizing Software via Robust and Sample-Efficient Learning

Kexin Pei (U Chicago)Analyzing and Optimizing Software via Robust and Sample-Efficient Learning

Speaker: Kexin Pei Title: Analyzing and Optimizing Software via Robust and

Chi Jin: Bellman Eluder Dimension: New Rich Classes of RL Problems and Sample-Efficient Algorithms

Chi Jin: Bellman Eluder Dimension: New Rich Classes of RL Problems and Sample-Efficient Algorithms

... and

Sample-Efficient Learning for Industrial Assembly using Qgraph-bounded DDPG

Sample-Efficient Learning for Industrial Assembly using Qgraph-bounded DDPG

Sabrina Hoppe, Markus Giftthaler, Robert Krug & Marc Toussaint.

Efficient Reinforcement Learning – Rhythm Garg & Linden Li, Applied Compute

Efficient Reinforcement Learning – Rhythm Garg & Linden Li, Applied Compute

Reinforcement

Affordance Learning from Play for Sample-Efficient Policy Learning

Affordance Learning from Play for Sample-Efficient Policy Learning

Jessica Borja, Oier Mees, Gabriel Kalweit, Lukas Hermann, Joschka Boedecker, Wolfram Burgard IEEE International Conference ...

Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation

Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation

Devavrat Shah (MIT) https://simons.berkeley.edu/talks/tbd-252 Reinforcement

Sample-Efficient Reinforcement Learning with Rich Observations

Sample-Efficient Reinforcement Learning with Rich Observations

Alekh Agarwal, Microsoft Research New York https://simons.berkeley.edu/talks/alekh-agarwal-02-15-2017 Interactive

Sample Efficient Grasp Learning Using Equivariant Models

Sample Efficient Grasp Learning Using Equivariant Models

In Proceedings of Robotics: Science and Systems (RSS) 2022. Keywords: robotic grasping, machine

ICAPS 2014: Peter Stone on "TEXPLORE: Real-Time Sample-Efficient Reinforcement Learning for Robots"

ICAPS 2014: Peter Stone on "TEXPLORE: Real-Time Sample-Efficient Reinforcement Learning for Robots"

ICAPS 2014 journal track presentation on the paper: Todd Hester and Peter Stone. TEXPLORE: Real-Time

Sample Efficient Reinforcement Learning, Chi-Guhn Lee @ U Toronto

Sample Efficient Reinforcement Learning, Chi-Guhn Lee @ U Toronto

Details: https://sites.google.com/modelingtalks.org/entry/

Divia Grover: Sample efficient Bayesian reinforcement learning

Divia Grover: Sample efficient Bayesian reinforcement learning

Reinforcement

Efficient Algorithms for Reliable Machine Learning

Efficient Algorithms for Reliable Machine Learning

Adam Klivans (University of Texas, Austin) https://simons.berkeley.edu/talks/adam-klivans-university-texas-austin-2026-05-28 The ...