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Author

Cong Li

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Open access Sep 2026

HDA-MoE: Hybrid Parallelism and Dynamic, Adaptive Scheduling for Mixture-of-Experts with 3D Near-Memory Processing

HDA-MoE is presented, a framework that optimizes MoE execution on NMP architectures through hybrid parallel deployment and runtime scheduling and integrates an offline hybrid parallel mapping algorithm with an online dynamic and adaptive scheduling mechanism to reduce communication overhead while improving computation...

Hao-Chen Huang, Shu-Zhang Zhong, Sheng-Xuan Qiu et al. · 0 citations
Jul 2026

CODA: Algorithm-Hardware Co-design for Edge Video Diffusion via NMP-Enabled Compute-Cache Operator Disaggregation

CODA is proposed, an algorithm-hardware co-designed architecture centered on Compute-Cache Operator Disaggregation that achieves up to 1.80x end-to-end speedup and 1.74x higher energy efficiency, while preserving competitive generation quality compared with a state-of-the-art caching algorithm.

Yuanpeng Zhang, Yuxuan Wu, Yi-Tong Xiao et al. · 0 citations

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