Author

Zhenwei Wang

2 papers indexed here

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Preprint Jul 2026

UMI3D: Robust 3D Generation on Unconstrained Multi-Image Inputs via Simultaneous Focus Cross-Attention Routing

Recent 3D foundation models can generate high-quality assets from a single image, but degrade markedly on unconstrained multi-image inputs, often producing distorted geometry, over-smoothed textures, and chaotic colors. We argue that this failure stems not from limited model capacity, but from a mismatch between single...

Zefan Qu, Zhenwei Wang, G. Hancke et al. · 0 citations

#machine learning Open access Mar 2025

Learning Constraints-Based adaptive hypergraph neural networks for solving vehicle routing problems.

This study introduces an end-to-end framework that integrates constraint-oriented hypergraph neural networks with reinforcement learning to address these challenges in vehicle routing problems and achieves state-of-the-art solution quality.

Zhenwei Wang, Tiehua Zhang, Jing Liu et al. · Neural Networks · 3 citations