Vault: One-Step Latent Generation with Positive-Anchored Rewards for Autonomous Driving
This work replaces slow, iterative planning with a single-step latent generation method for autonomous driving trajectories. It uses a 'conditional drift' in a learned latent space guided by positive anchors and reward signals to produce diverse, high-quality, and contextually appropriate paths in one forward pass.