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X-OPM introduces explainable power modeling for enhanced chip robustness

Researchers have developed X-OPM, a novel framework for explainable automatic digital on-chip power modeling. This system enhances robustness by using a combination of tree-based models for feature interaction and linear models for prediction, incorporating a human-in-the-loop workflow to balance accuracy and effort. Evaluated on a C906 vector processor, X-OPM achieved an R^2 score greater than 0.93 across various workloads with minimal area overhead, outperforming existing state-of-the-art methods like APOLLO and COBIT. AI

IMPACT Introduces a more robust and explainable method for on-chip power modeling, potentially improving hardware design and efficiency.

RANK_REASON The cluster describes a research paper detailing a new technical framework for on-chip power modeling. [lever_c_demoted from research: ic=1 ai=0.7]

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

X-OPM introduces explainable power modeling for enhanced chip robustness

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The cluster describes a research paper detailing a new technical framework for on-chip power modeling. [lever_c_demoted from research: ic=1 ai=0.7]
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COVERAGE [1]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    X-OPM: Explainable Automatic Digital On-Chip Power Modeling for Enhanced Robustness

    Proactive power management systems reduce processor dynamic power through runtime power prediction and power-aware scheduling. Accurate, stable and low-overhead digital on-chip power meters (OPMs) are crucial for improving the prediction quality. Recent studies have explored vari…