Author

K. Singh

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Preprint Oct 2026

Segment Where You Look: Attention as the Interface Between Language Models and Segmenters

Vision-language models (VLMs) that segment from language must pass the location of the referent to a pixel decoder. The dominant interface compresses it into the hidden state of a single [SEG] token, a d-dimensional vector with no spatial index, and leaves the decoder, which never sees the expression, to recover the re...

Eslam Abdelrahman, Hamza Omar Alkaf, Yu-Heng Li et al. · 0 citations

Jul 2026

Streaming Multi-Agent Autoregressive Diffusion Model with World State Registers

WorldWeaver (W^2), a streaming multi-agent video diffusion model that augments rollout with cross-agent world state registers: learnable tokens that store shared world information, track individual agent status, and are dynamically updated after each generated chunk is presented.

Si-Cheng Mo, Yu-Heng Li, Zi-Yang Leng et al. · arXiv.org · 3 citations