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Research questionHow can best-effort HPC preserve reproducible digital-evolution results under hardware faults?Best-effort execution relaxes deterministic computing to cope with constrained on-device storage, data movement, and failures across many components. Variation in execution and recorded history can create artifacts that resemble genuine evolutionary effects.
Neural and Evolutionary Computing
Research Paper
Technology
Latest papersRecent research connected to this question, newest first.Trust, but Verify: Rigorously Profiling Best-Effort High-Performance Computing for Digital EvolutionThe evidence covers a multicellularity evolution model on a CPU cluster and wafer-scale simulations that track spatiotemporal population history through sparse, asynchronous device-to-host sampling. The findings are limited to these workloads and platforms and do not establish behavior for other architectures or digital-evolution models.research paper · Sep 3, 2026
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