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Author

Ronghan Chen

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Preprint Oct 2026

SimpleTouch: Can Vision-Language-Action Models Master Contact-Rich Manipulation Without Tactile Policy Pretraining?

Tactile sensing provides essential contact information for robotic manipulation, yet incorporating it into pretrained vision-language-action (VLA) models remains challenging. A common concern is that simply introducing touch during task-specific fine-tuning may fail to bridge the cross-modal gap, yielding limited gains...

Chen Yang, Lin-Zhe Shi, Chang Jie Wu et al. · 0 citations
Jul 2026

DLAM: Distributional Latent Actions with Temporal Constraints

DLAM, a distributional latent-action model that represents each transition as a diagonal Gaussian, is introduced, a distributional latent-action model that learns more temporally consistent latent dynamics than existing latent-action baselines and achieves stronger direct and cumulative reconstruction on held-out video...

Zuojin Tang, Feifan Luo, Haoyun Liu et al. · 0 citations

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