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Yong-Pan Liu

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Jul 2026

Application-Driven Architecture Exploration for Cross-Layer Heterogeneous Systems

AI and HPC infrastructure increasingly serves workload portfolios that combine dense tensor computation, sparse kernels, large memory footprints, and communication-intensive collectives. Supporting these portfolios requires coordinated choices across accelerators, memory tiers, scale-up fabrics, and cluster networks. T...

Yuchen Fan, Minghong Sun, Jikui Ma et al. · 0 citations
Book Open access Aug 2026

H3-Attn: Attention-Efficient 3D DRAM PNM Processor with Hybrid Head Parallelism and Hierarchical SFU

H3-Attn is proposed, an Attention-efficient 3D DRAM PNM processor for low-batch LLM inference that features a hybrid head parallelism for Attention processing, whereby various optimized Attention mechanisms with spatial tiled FlashAttention can be flexibly enabled with fully leveraged 3D DRAM PNM bandwidth.

Yao-Lei Li, Wen-Bin Jia, Zhan-Chen Zhao et al. · 0 citations

TriM-D: Accelerating 2-D/3-D Diffusion Generation Via Triple-Mixed Quantization and Sparsity-Aware Dual-Branched Computation

Diffusion models have shown marked advancements in 2-D generation and have also become focal points in 3-D generation via consistent multiview image generation. However, the computation and memory demands hinder their real-time deployment on mobile and edge devices. Moreover, the reduction of diffusion timesteps leads...

Wenxun Wang, Li-Kai Ma, Chen Tang et al. · 0 citations

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