cs.AI updates on arXiv.org 07月29日 12:21
Towards Sustainability Model Cards
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本文讨论了机器学习模型增长带来的能源成本问题,提出了Green AI研究的重要性,并介绍了如何通过结合质量模型和现有机器学习模型报告方案,创建一个可持续质量模型,以促进AI/ML模型的绿色、高效使用。

arXiv:2507.19559v1 Announce Type: cross Abstract: The growth of machine learning (ML) models and associated datasets triggers a consequent dramatic increase in energy costs for the use and training of these models. In the current context of environmental awareness and global sustainability concerns involving ICT, Green AI is becoming an important research topic. Initiatives like the AI Energy Score Ratings are a good example. Nevertheless, these benchmarking attempts are still to be integrated with existing work on Quality Models and Service-Level Agreements common in other, more mature, ICT subfields. This limits the (automatic) analysis of this model energy descriptions and their use in (semi)automatic model comparison, selection, and certification processes. We aim to leverage the concept of quality models and merge it with existing ML model reporting initiatives and Green/Frugal AI proposals to formalize a Sustainable Quality Model for AI/ML models. As a first step, we propose a new Domain-Specific Language to precisely define the sustainability aspects of an ML model (including the energy costs for its different tasks). This information can then be exported as an extended version of the well-known Model Cards initiative while, at the same time, being formal enough to be input of any other model description automatic process.

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Green AI 机器学习 可持续性 质量模型 模型卡
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