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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Tie-Jun Li

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Open access Sep 2026

ADEM: Accelerating Sparse Matrix Multiplication with Adaptive Dataflow and Efficient Merging

This work proposes the segmented fiber tree (SFT) data structure, which extends the conventional fiber tree through further partitioning to better support the dataflow paradigm while enhancing data reuse, and decouples the multiplication and merging phases.

Sheng-Bai Luo, Sheng Ma, Bo Wang et al. · 0 citations
Open access Jul 2026

LLMSGHD: Co-Designing Large Language Model Software and Hardware for Efficient Inference

A hardware evaluation platform called LLMSGHD (Large Language Model Software-Guided Hardware Design), which focuses on operator-level optimized LLM inference workloads and integrates advanced software optimization techniques to offer more insightful analysis for hardware design.

Qing-Shan Xue, Sheng Ma, Rui Xu et al. · 0 citations
Open access Aug 2026

SAI: Virtualizing Shared Memory of GPU for AI workload acceleration

This work proposes SAI, a mechanism that virtualizes shared memory into the L2 cache to improve GPU performance for AI applications and introduces an L2 cache management strategy that integrates associativity-based virtual page allocation and a replacement information table, reducing page-swapping overhead while preser...

Hanqing Li, Tie-Jun Li, Sheng Ma et al. · 0 citations

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