Author

Yashasvi Makin

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Preprint Sep 2026

Component Benchmark: Hierarchical Model Profiling for Large-scale Recommendation Systems

Large-scale recommendation models pose distinct, under-explored profiling challenges. Most recommendation model architectures are structurally heterogeneous, intermixing memory-bandwidth-bound operations, small compute-bound dense layers, dynamic shapes from jagged categorical features, and low-arithmetic-intensity ope...

Dharak Kharod, Yu-Zhen Huang, Zhou Wang et al. · 0 citations