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Michael Milford — most-cited papers & profile · Reinforcement Learning
← authors
·
overview
Michael Milford
35
papers ·
293
citations ·
40
h-index
Queensland University of Technology · Australian Centre for Robotic Vision
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Most-cited papers
One-Shot Reinforcement Learning for Robot Navigation with Interactive Replay
2017 · 53 citations
Modular Deep Q Networks for Sim-to-real Transfer of Visuo-motor Policies
2016 · 33 citations
MVP: Unified Motion and Visual Self-Supervised Learning for Large-Scale Robotic Navigation
2020 · 8 citations
Bayesian Controller Fusion: Leveraging Control Priors in Deep Reinforcement Learning for Robotics
2021 · 7 citations
Residual Skill Policies: Learning an Adaptable Skill-based Action Space for Reinforcement Learning for Robotics
2022 · 5 citations
Multiplicative Controller Fusion: Leveraging Algorithmic Priors for Sample-efficient Reinforcement Learning and Safe Sim-To-Real Transfer
2020 · 3 citations
Robot Perception enables Complex Navigation Behavior via Self-Supervised Learning
2020 · 1 citations
Zero-Shot Uncertainty-Aware Deployment of Simulation Trained Policies on Real-World Robots
2021 · 1 citations
Residual Reactive Navigation: Combining Classical and Learned Navigation Strategies For Deployment in Unknown Environments
2019
Top co-authors
Krishan Rana
· 5
Niko Sünderhauf
· 5
Ben Talbot
· 4
Vibhavari Dasagi
· 4
Jesse Haviland
· 2
Brendan Tidd
· 1
Fangyi Zhang
· 1
Jake Bruce
· 1
J\"urgen Leitner
· 1
Marvin Chanc\'an
· 1
Marvin Chancán
· 1
Ming Xu
· 1
Topics
Model-Based RL
Exploration
Safe RL
Value-Based
Meta-RL
Offline RL
Policy Gradient