Shiqiang Lang — accepted AI-conference papers

2026

SpaceVista: All-Scale Visual Spatial Reasoning from mm to km

Peiwen Sun, Shiqiang Lang, Dongming Wu, Ding Yi, Kaituo Feng, Huadai Liu +5

ICML 2026poster

With the current surge in spatial reasoning, researchers have made significant progress in understanding indoor scenes, but still struggle with more diverse applications. This paper aims to advance all-scale spatial reasoning by tackling two key challenges: 1) the heavy reliance on indoor 3D scans a…

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2026

We-Math 2.0: A Versatile MathBook System for Incentivizing Visual Mathematical Reasoning

Runqi Qiao, Qiuna Tan, Peiqing Yang, Yanzi Wang, Xiaowan Wang, Enhui Wan +9

ICLR 2026poster

Multimodal large language models (MLLMs) have demonstrated impressive capabilities across various tasks but still struggle with complex mathematical reasoning. Prior work has mainly focused on dataset construction and method optimization, while often overlooking two critical aspects: comprehensive k…

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