OSOmanScience
Authors

Peng Shi

Publications 2

Preprint Open access

DEdit: Iterative Draft Editing for Speculative Decoding

Longxuan Yu, Bingsen Chen, Peng Shi et al. · 2026

Speculative decoding accelerates autoregressive LLMs by having a lightweight drafter propose tokens that the target model verifies in parallel. Diffusion-based drafters further reduce drafting latency by proposing multiple tokens at once. However, these tokens are predicted independently, so a single early error causes …

Preprint Open access

LEGO-Anything: Coding Agents for 3D Scene Reconstruction

Xirui Li, Peng Shi, Mingwen Dong et al. · 2026

A 3D scene reconstructed from a single image is most useful when represented not as a rendering or a fixed 3D output, but as an explicit scene program whose execution yields a scene that can be inspected, edited, and queried. We present LEGO-Anything, an Image-to-Code framework in which a coding agent iteratively write …

Co-authors

Longxuan YuBingsen ChenDongkyu LeeYi XiangHideo KobayashiSheng ZhangShuaichen ChangXing NiuZhuoyan XuGreg Ver SteegJiarong JiangXirui Li