Reinforcement Learning

Combining IMitation and Reinforcement Learning for Safe Autonomous Driving
The story of Nuro’s Research efforts in Planning // How to combine two distinct worlds - Imitation and Reinforcement Learning.
Jun 18, 2024 11:30 AM 2024 CVPR DDADS Workshop
Aleksandr Petiushko Александр Петюшко
Slides Video
Combining IMitation and Reinforcement Learning for Safe Autonomous Driving
CIMRL: Combining IMitation and Reinforcement Learning for Safe Autonomous Driving
A novel approach to bring two worlds - Imitation and Reinforcement Learning - together for Safe Planning.
Jonathan Booher, Khashayar Rohanimanesh, Junhong Xu, Aleksandr Petiushko Александр Петюшко
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CIMRL: Combining IMitation and Reinforcement Learning for Safe Autonomous Driving
Multi-Constraint Safe RL with Objective Suppression for Safety-Critical Applications
A novel approach to tackle the multiple constraints challenge in Safe RL.
Zihan Zhou, Jonathan Booher, Wei Liu, Aleksandr Petiushko Александр Петюшко, Animesh Garg
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Multi-Constraint Safe RL with Objective Suppression for Safety-Critical Applications
Autonomous Driving: From Basics to Behavior Challenges
Overview of the Autonomy Stack and the problems of its Behavior side.
Jul 13, 2023 12:00 AM HSE Industrial Webinars
Aleksandr Petiushko Александр Петюшко
Slides Video
Autonomous Driving: From Basics to Behavior Challenges
Behavior Modeling and Learned Motion Selection for Safe Driving
The story of Nuro’s state-of-the-art research direction in motion prediction (Diffusion) and selection (Reinforcement Learning).
Jun 19, 2023 2:00 PM 2023 CVPR SSAD Workshop
Aleksandr Petiushko Александр Петюшко
Slides Video
Behavior Modeling and Learned Motion Selection for Safe Driving