Authors

Qineng Wang

Publications 2

Preprint Open access

WOVEN: Weaving Visual World Modeling into Multimodal LLMs

Zheyu Fan, Yue Zhang, Mingkai Deng et al. · 2026

Multimodal large language models (MLLMs) struggle with spatial, embodied, physical, and temporal reasoning. We hypothesize that these failures reflect a shared deficit in visual transition reasoning, and test whether this capability can serve as a shared training primitive, one that different models can learn from diff …

Preprint Open access

KT-EGO: A Knowledge Transfer Assisted Efficient Global Optimization Algorithm for Solving High-Dimensional Expensive Black-Box Problems

Qineng Wang, Liming Song, Yun Chen et al. · 2026 · 10.1080/0305215x.2022.2139374

Many engineering problems involve optimizing a high-dimensional expensive black-box (HEB) design space. To solve such problems efficiently, we propose a knowledge transfer assisted efficient global optimization (EGO) algorithm, labeled as KT-EGO, which extends the EGO algorithm for solving problems over higher dimensio …

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