Xian-Tong Zhen

Beyond One-Step Accuracy: State-Affine Latent Transition for Reliable Visual Planning

This work decomposes multi-step rollout error into the errors introduced at individual steps and their propagation through subsequent transitions, showing that state-affine dynamics are precisely the differentiable transitions with state-independent Jacobians, eliminating the nonlinear propagation residual and making t...