Dr.Alex
Dr.Alex
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Intelligent Mapping Solutions
AI-based Mapping solutions for Middle Mile.
Mar 4, 2025 8:20 AM
2025 WACV COOOL Challenge and Workshop
Aleksandr Petiushko Александр Петюшко
Slides
SafeAuto: Knowledge-Enhanced Safe Autonomous Driving with Multimodal Foundation Models
Integration of Position-Dependent Cross-Entropy loss function, Markov Logic Network, and Multimodal RAG with Vision Language Model (VLM), for achieving SotA results on Autonomous Driving benchmarks.
Jiawei Zhang
,
Xuan Yang
,
Taiqi Wang
,
Yu Yao
,
Aleksandr Petiushko Александр Петюшко
,
Bo Li
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DOI
arXiv
DiffScene: Diffusion-Based Safety-Critical Scenario Generation for Autonomous Vehicles
A guided diffusion-based scenario generation for safety-critical and realistic scenarios.
Chejian Xu
,
Aleksandr Petiushko Александр Петюшко
,
Ding Zhao
,
Bo Li
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Project
Middle Mile and Foundation Models
What is Middle Mile, and how it is related to Foundation Models, its advantages and challenges.
Sep 24, 2024 10:20 AM
2024 ITSC FMAD Workshop
Aleksandr Petiushko Александр Петюшко
Slides
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
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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DOI
arXiv
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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arXiv
SymposiumWeb
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
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
Artificial Intelligence for Autonomous Driving
A panel discussion about the challenges and possible ways to solve it inside Autonomous Driving area.
Jun 6, 2023 11:00 AM
2023 IEEE CAI AI for AD Panel
Aleksandr Petiushko Александр Петюшко
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