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Jian-Yu Zhao

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Conference Aug 2026

Kinematics-Constrained Reinforcement Learning for Adversarial Driving Scenario Generation

Learning-based adversarial strategies can discover collision-inducing maneuvers, yet the generated behaviors become physically implausible when low-level execution relies on trajectory overwrites that bypass vehicle dynamics. This disconnect between the intended maneuver and its execution breaks kinematic consistency a...

Jian-Yu Zhao, Ruo-Han Zhao, Xuan Zhang et al. · 0 citations

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