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Understanding Domain Randomization for Sim-to-real Transfer

Understanding Domain Randomization for Sim-to-real Transfer

7 October 2021
Xiaoyu Chen
Jiachen Hu
Chi Jin
Lihong Li
Liwei Wang
ArXivPDFHTML

Papers citing "Understanding Domain Randomization for Sim-to-real Transfer"

16 / 16 papers shown
Title
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction
MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction
Hui Ma
Kai Yang
AI4TS
116
3
0
26 May 2025
Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning
Pessimism Principle Can Be Effective: Towards a Framework for Zero-Shot Transfer Reinforcement Learning
Chi Zhang
Ziying Jia
George Atia
Sihong He
Yue Wang
24
0
0
24 May 2025
I Can Hear You Coming: RF Sensing for Uncooperative Satellite Evasion
I Can Hear You Coming: RF Sensing for Uncooperative Satellite Evasion
Cameron Mehlman
Gregory Falco
60
0
0
04 Apr 2025
Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent
Learning more with the same effort: how randomization improves the robustness of a robotic deep reinforcement learning agent
Lucía Güitta-López
Jaime Boal
Álvaro J. López-López
67
5
0
24 Jan 2025
Agile Mobility with Rapid Online Adaptation via Meta-learning and Uncertainty-aware MPPI
Agile Mobility with Rapid Online Adaptation via Meta-learning and Uncertainty-aware MPPI
Dvij Kalaria
Haoru Xue
Wenli Xiao
Tony Tao
Guanya Shi
John M. Dolan
57
2
0
09 Oct 2024
LiRA: Light-Robust Adversary for Model-based Reinforcement Learning in Real World
LiRA: Light-Robust Adversary for Model-based Reinforcement Learning in Real World
Taisuke Kobayashi
86
2
0
29 Sep 2024
RL for Latent MDPs: Regret Guarantees and a Lower Bound
RL for Latent MDPs: Regret Guarantees and a Lower Bound
Jeongyeol Kwon
Yonathan Efroni
Constantine Caramanis
Shie Mannor
33
78
0
09 Feb 2021
Nearly Minimax Optimal Reinforcement Learning for Linear Mixture Markov
  Decision Processes
Nearly Minimax Optimal Reinforcement Learning for Linear Mixture Markov Decision Processes
Dongruo Zhou
Quanquan Gu
Csaba Szepesvári
49
205
0
15 Dec 2020
Improved Analysis of UCRL2 with Empirical Bernstein Inequality
Improved Analysis of UCRL2 with Empirical Bernstein Inequality
Ronan Fruit
Matteo Pirotta
A. Lazaric
13
31
0
10 Jul 2020
Model-Based Reinforcement Learning with Value-Targeted Regression
Model-Based Reinforcement Learning with Value-Targeted Regression
Alex Ayoub
Zeyu Jia
Csaba Szepesvári
Mengdi Wang
Lin F. Yang
OffRL
67
301
0
01 Jun 2020
Learning to Generalize Across Long-Horizon Tasks from Human
  Demonstrations
Learning to Generalize Across Long-Horizon Tasks from Human Demonstrations
Ajay Mandlekar
Danfei Xu
Roberto Martín-Martín
Silvio Savarese
Li Fei-Fei
OffRL
47
135
0
13 Mar 2020
Model-free Reinforcement Learning in Infinite-horizon Average-reward
  Markov Decision Processes
Model-free Reinforcement Learning in Infinite-horizon Average-reward Markov Decision Processes
Chen-Yu Wei
Mehdi Jafarnia-Jahromi
Haipeng Luo
Hiteshi Sharma
R. Jain
114
104
0
15 Oct 2019
Learning Dexterous In-Hand Manipulation
Learning Dexterous In-Hand Manipulation
OpenAI OpenAI
Marcin Andrychowicz
Bowen Baker
Maciek Chociej
Rafal Jozefowicz
...
Szymon Sidor
Joshua Tobin
Peter Welinder
Lilian Weng
Wojciech Zaremba
66
1,865
0
01 Aug 2018
Domain Randomization for Transferring Deep Neural Networks from
  Simulation to the Real World
Domain Randomization for Transferring Deep Neural Networks from Simulation to the Real World
Joshua Tobin
Rachel Fong
Alex Ray
Jonas Schneider
Wojciech Zaremba
Pieter Abbeel
120
2,948
0
20 Mar 2017
CAD2RL: Real Single-Image Flight without a Single Real Image
CAD2RL: Real Single-Image Flight without a Single Real Image
Fereshteh Sadeghi
Sergey Levine
SSL
271
814
0
13 Nov 2016
On the Computational Complexity of Stochastic Controller Optimization in
  POMDPs
On the Computational Complexity of Stochastic Controller Optimization in POMDPs
N. Vlassis
Michael L. Littman
David Barber
43
84
0
15 Jul 2011
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