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Yiran Zhao

2 papers indexed

arxivcs.CV2026-07-24

Learning Adaptive Semantic Gaussian Allocation for 3D Occupancy

Kanglin Ning, Yiran Zhao, Wenrui Li, Houde Quan, Qifan Li, Xingtao Wang, et al.

Semantic 3D Gaussians provide a compact representation for 3D semantic occupancy prediction by rendering semantic primitives into a voxel volume under voxel-wise supervision. Recent methods have improved the modeling ability and efficiency of this representation through more flex…

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arxivcs.DCcs.AI2026-07-02

Mixture-of-Parallelisms: Towards Memory-Efficient Training Stack for Mixture-of-Experts Models

Xuan-Phi Nguyen, Shrey Pandit, Yiran Zhao, Semih Yavuz, Silvio Savarese, Shafiq Joty

This paper showcases a memory-efficient training stack for Mixture-of-Experts (MoE) models. It is a training paradigm that combines and specializes various existing and novel parallelism techniques at different layers and stages of the Mixture-of-Experts (MoE) model training pipe…

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