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cs.DC2026
Para-Pipe: Exploiting Hierarchical Operator Parallelism of ML Computational Graphs on SoCs
Yujie Zhang, Huiying Lan, Ehsan Aghapour +5
As edge-based deep learning applications become more complex, optimizing performance on heterogeneous System-on-Chips (SoCs) presents unique challenges. Traditional pipelining tech…
cs.DC2025
DAOP: Data-Aware Offloading and Predictive Pre-Calculation for Efficient MoE Inference
Yujie Zhang, Shivam Aggarwal, Tulika Mitra
Mixture-of-Experts (MoE) models, though highly effective for various machine learning tasks, face significant deployment challenges on memory-constrained devices. While GPUs offer…