Ling-Hui Shen

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...