rush-hour

umdctf

Task: a remote autonomous-car controller exposes a fixed policy and lets us upload a tiny observation-perturbation network under a strict L2 budget. Solution: optimize a bounded attack MLP end-to-end through differentiable car rollouts against recorded remote timestep traces so the spoofed observations steer the car to the hidden CTF goal.