Author

Sheng Zhang

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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

#artificial intelligence Preprint Sep 2026

Companion-style QA Assistance in Ego-Vision

Experiments show that MyBuddy significantly enhances the performance of foundation models on BuddyVQA, a benchmark for companion-style question answering (QA) on egocentric streaming video, and generalize to other streaming and common video QA benchmarks, demonstrating the applicability and effectiveness of the approac...

Hangyu Qin, Jun-Bin Xiao, Sheng Zhang et al. · 0 citations