Author

Xian-Tong Zhen

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#artificial intelligence Preprint Oct 2026

Action-Consequence Alignment for Reliable Planning and Self-Improving in Latent World Models

Latent world models learn to predict observed transitions, yet low prediction error alone does not guarantee reliable planning. Inspired by self tickling experiments in neuroscience showing that disrupting motor sensory correspondence increases prediction mismatch, we examine whether learned world models preserve an an...

Jin-Ping Wang, Zhi-Qiang Gao, Xian-Tong Zhen et al. · 0 citations

#machine learning Preprint Sep 2026

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...

Bo-Yuan Zhang, Ying-Jun Du, Xian-Tong Zhen et al. · 0 citations