Author

Zijing Hu

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#natural language process... Preprint Sep 2026

Towards Efficient Reasoning: Learning Causal Shortcuts for Diffusion Language Models

This work introduces a step-by-step token extraction procedure to extract causal shortcuts from data, and applies parallel prioritized masking on these tokens during training to enable efficient and accurate convergence to correct answers via causal shortcuts.

Dian Jin, Kai-Rong Han, Bao-Hong Li et al. · 0 citations

Preprint Jul 2026

Scaling Mixture-of-Experts Video Pretraining for Embodied Intelligence

LingBot-Video is presented, a DiT-based video pretraining paradigm specifically tailored for embodied intelligence, and is contributed as the inaugural large-scale, open-source MoE video foundation model to the community, in a pioneering effort to bridge digital creativity and physical actuation.

Shuailei Ma, Jiaqi Liao, Xinyang Wang et al. · 7 citations · ⚡1