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.
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