Autonomous Racing

A Simple Approach to Constraint-Aware Imitation Learning with Application to Autonomous Racing featured image

A Simple Approach to Constraint-Aware Imitation Learning with Application to Autonomous Racing

Guaranteeing constraint satisfaction is a challenging problem in imitation learning (IL), especially when the task involves operating at the handling limits of the system. While …

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Shengfan Cao

Real-Time Regulation-Aware Game-Theoretic Motion Planning for Head-to-Head Autonomous Racing

This paper presents the real-time implementation and experimental validation of a regulation-aware, game-theoretic motion planning framework for autonomous racing. The framework …

f.-prignoli

Safe Imitation Learning at Handling Limits

Designed a constraint-aware imitation learning framework incorporating an actor-critic structure for explicit safety modeling.

Vision-based End-to-end Control for Racing

Developed a CNN-based end-to-end controller for high-speed autonomous racing using RGB camera input and velocity feedback.