Fingerprint Policy Optimisation for Robust Reinforcement Learning (original) (raw)

Contextual Policy Optimisation

Supratik Paul

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Robust Reinforcement Learning with Bayesian Optimisation and Quadrature

Konstantinos Chatzilygeroudis

2020

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Jeongseok Lee

2019

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Neural Networks, 2010

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Matteo Papini

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Marc Deisenroth

2011

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Where2Start: Leveraging initial States for Robust and Sample-Efficient Reinforcement Learning

raoof moayedi

arXiv (Cornell University), 2023

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Tejas Narayanan

ArXiv, 2020

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State-Dependent Exploration for Policy Gradient Methods

Martin Felder

Lecture Notes in Computer Science, 2008

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Fine-Tuning Offline Reinforcement Learning with Model-Based Policy Optimization

John Dolan

2021

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Sample Efficient Bayesian Reinforcement Learning

Divya Grover

2020

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Fast Model-based Policy Search for Universal Policy Networks

Buddhika Laknath

ArXiv, 2022

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Policy Gradients with Parameter-Based Exploration for Control

Christian Osendorfer

2008

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Generalizing Policy Advice with Gaussian Process Bandits for Dynamic Skill Improvement

Jared Glover

Proceedings of the AAAI Conference on Artificial Intelligence

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Inferring the Optimal Policy using Markov Chain Monte Carlo

Albert Qu

ArXiv, 2019

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Conservative Bayesian Model-Based Value Expansion for Offline Policy Optimization

Baher Abdulhai

arXiv (Cornell University), 2022

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Contextual Direct Policy Search

Luis Paulo Reis

Journal of Intelligent and Robotic Systems, 2019

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Policy Optimization Through Approximate Importance Sampling

Peter Vrancx

2019

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A Survey on Policy Search Algorithms for Learning Robot Controllers in a Handful of Trials

Konstantinos Chatzilygeroudis

IEEE Transactions on Robotics

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Model-free Policy Learning with Reward Gradients

Samuele Tosatto

arXiv (Cornell University), 2021

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Variable Risk Control via Stochastic Optimization

Roderic A. Grupen

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Policy Learning and Evaluation with Randomized Quasi-Monte Carlo

yi-fan chen

arXiv (Cornell University), 2022

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Bayesian Policy Search with Policy Priors

David Wingate

2011

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Robust Bayesian reinforcement learning through tight lower bounds

Christos Dimitrakakis

Arxiv preprint arXiv:1106.3651, 2011

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Bayesian Distributional Policy Gradients

Luchen Li

2021

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Reward Shaping for Model-Based Bayesian Reinforcement Learning

Yung-Kyun Noh

2015

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Data Efficient Learning of Robust Control Policies

Susmit Jha

2018

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Learning and policy search in stochastic dynamical systems with Bayesian neural networks

Steffen Udluft

2020

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Proximal Policy Optimization Algorithms

Prafulla Dhariwal

2017

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Provably Robust Blackbox Optimization for Reinforcement Learning

jasmine Hsu

2019

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Useful Policy Invariant Shaping from Arbitrary Advice

Paniz Behboudian

2020

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A Practical and Conceptual Framework for Learning in Control

Marc Deisenroth

2010

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