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New research explores best-effort HPC for digital evolution with Cerebras WSE

A new arXiv paper explores the use of best-effort high-performance computing (HPC) for digital evolution, particularly with emerging hardware like the Cerebras Wafer-Scale Engine (WSE). The research addresses challenges in data storage, movement, and hardware failures inherent in such systems. The paper proposes a framework for measuring best-effort code behavior and presents case studies demonstrating its application in multicellularity evolution models and WSE-based simulations, highlighting its potential for developing post-deterministic HPC paradigms. AI

IMPACT This research could inform the development of more resilient and efficient high-performance computing for AI and digital evolution applications.

RANK_REASON The cluster contains a research paper published on arXiv. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.NE (Neural & Evolutionary) →

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New research explores best-effort HPC for digital evolution with Cerebras WSE

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The cluster contains a research paper published on arXiv. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.NE (Neural & Evolutionary) TIER_1 English(EN) · Emily Dolson ·

    Trust, but Verify: Rigorously Profiling Best-Effort High-Performance Computing for Digital Evolution

    Developments in high-performance computing (HPC) technology continue to drastically increase quantities of available processing power. In the context of digital evolution, this explosive growth offers opportunities to advance both hypothesis-driven explorations of multi-scale bio…