Yutian Zhou — accepted AI-conference papers

2026

Progress-Think: Semantic Progress Reasoning for Vision-Language Navigation

Shuo Wang, Yucheng Wang, Guoxin Lian, Yongcai Wang, Maiyue Chen, Kaihui Wang +6

CVPR 2026

Vision-Language Navigation requires agents to act coherently over long horizons by understanding not only local visual context but also how far they have advanced within a multi-step instruction.However, recent Vision-Language-Action models focus on direct action prediction and earlier progress meth

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2026

Towards a Theoretical Understanding of In-context Learning: Stability and Non-I.I.D Generalisation

Yingjie Wang, Yutian Zhou, Shi Fu, Yuzhu Chen, Yongcheng Jing, Leszek Rutkowski +1

ICLR 2026poster

In-context learning (ICL) has demonstrated significant performance improvements in transformer-based large models. This study identifies two key factors influencing ICL generalisation under complex non-i.i.d. scenario: algorithmic stability and distributional discrepancy. First, we establish a stabi…

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