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Daniel Stapleton

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Open access Aug 2026

Investigating Parallel Scaling Bottlenecks Across Rust, Julia, Haskell, and Python: Workload–Runtime Signatures

A decomposition-based diagnostic framework built on three measured components: slowest-worker computation (Cp), algorithmic merge/combine work (Bp), and residual parallel overhead (Rp) is proposed, which forms a Workload–Runtime Scaling Signature (WRSS).

Muhammad Hassam Aslam Khan, Daniel Stapleton, Medha Kulkarni et al. · 0 citations

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