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Author

Jing Ren

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Conference Aug 2026

LiteBUS-SSM: a boundary-preserving lightweight state-space U-Net for breast ultrasound lesion segmentation

Breast ultrasound lesion segmentation is challenged by speckle noise, weak boundaries, acoustic shadows, heterogeneous morphology, and false positives in normal images. This paper proposes LiteBUS-SSM, a lightweight U-shaped network for boundary-preserving and parameter-efficient breast ultrasound segmentation. BP-LKA...

Qi Tang, Jing Ren, Jixin Yang et al. · 0 citations
Book Open access Aug 2026

Connecting 100K+ GPUs: Building the Communication Stack for Large-Scale LLM Training

This work presents Meta's network architecture and software stack designed to support one of the world's largest RoCE fabrics, currently connecting over 100,000 GPUs across multiple datacenter buildings, and introduces a scalable initialization strategy that reduces startup times by 11× via eager process group creation...

Hongyi Zeng, Min Si, Pavan Balaji et al. · 0 citations

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