Curb Your Attention: Causal Attention Gating for Robust Trajectory Prediction in Autonomous Driving

Ehsan Ahmadi, Ray Mercurius, Soheil Alizadeh +2

Trajectory prediction models in autonomous driving are vulnerable to perturbations from non-causal agents whose actions should not affect the ego-agent's behavior. Such perturbatio…