Dr.Alex
Dr.Alex
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Markov Logic Network
Safe Planning in Autonomous Driving
Approaches to Safe Planning - Logic Rules checking and Trajectory Candidate scoring.
Nov 18, 2025 10:30 AM
2025 ITSC DriveX Workshop
Aleksandr Petiushko Александр Петюшко
Slides
Uncertainty and Safety In Autonomous Driving
How we tackled the problems of Uncertainty and Safety on the Behavior side at Nuro.
Jun 11, 2025 9:00 AM
2025 CVPR UQCV Workshop
Aleksandr Petiushko Александр Петюшко
Slides
Video
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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arXiv
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