Author

Muhao Chen

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Preprint Oct 2026

ProAR: Learning Prospective Reasoning with Autoregressive Video Models

Autoregressive (AR) video models excel at causal generation, but their reliance on next-chunk prediction confines them to a short-sighted, reactive paradigm. This limitation is particularly consequential for reasoning-oriented generation, where achieving a target outcome through valid intermediate states matters more t...

Ling-Hui Shen, Ting-Hui Zhu, Sheng Zhang et al. · 0 citations

Jul 2026

Implicit Reasoning Steering via Concept Chaining

The results show that indirect, natural-looking text can systematically steer model predictions while remaining substantially less inferable than direct paraphrases, which shows that reasoning brittleness is not merely an evaluation artifact: it creates a practical channel through which latent biases can be amplified b...

Xiao Ye, Sanika Chavan, Yuxi Huang et al. · arXiv.org · 0 citations