Author

Jia-Lin Liu

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Preprint Sep 2026

A Multi-Engine Dataflow for MoE Decoding on AWS Tranium

Mixture-of-Experts (MoE) decoding on scratchpad-based tensor accelerators (STA) is dominated by moving expert weights while the compute engines sit idle. This traffic is hard to hide, because the experts are known only after routing, and hard to shrink without losing quality or adding critical-path work. We present CAR...

Bin Ma, Wen-Jie Fan, Jia-Lin Liu et al. · 0 citations

Preprint Sep 2026

DAFNet: Dual-path Adaptive Fusion Network for High-Fidelity Cross-Modality Brain MR Image Synthesis

Cross-modality MRI synthesis using deep learning can streamline clinical workflows, compensate for missing image contrasts, and reduce examination time; however, existing methods often require substantial computational resources, limiting their practical accessibility. To address this limitation, we propose and investi...

Jia-Lin Liu, Xiao-Liang Zhang · 0 citations