cs.AI updates on arXiv.org 07月15日 12:24
The Hidden Costs of AI: A Review of Energy, E-Waste, and Inequality in Model Development
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本文探讨了人工智能快速发展带来的环境与伦理挑战,包括能源消耗、电子垃圾、计算资源不均和网络安全系统能源负担等问题,呼吁AI发展应兼顾伦理责任和环境保护。

arXiv:2507.09611v1 Announce Type: new Abstract: Artificial intelligence (AI) has made remarkable progress in recent years, yet its rapid expansion brings overlooked environmental and ethical challenges. This review explores four critical areas where AI's impact extends beyond performance: energy consumption, electronic waste (e-waste), inequality in compute access, and the hidden energy burden of cybersecurity systems. Drawing from recent studies and institutional reports, the paper highlights systemic issues such as high emissions from model training, rising hardware turnover, global infrastructure disparities, and the energy demands of securing AI. By connecting these concerns, the review contributes to Responsible AI discourse by identifying key research gaps and advocating for sustainable, transparent, and equitable development practices. Ultimately, it argues that AI's progress must align with ethical responsibility and environmental stewardship to ensure a more inclusive and sustainable technological future.

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人工智能 环境问题 伦理挑战 可持续发展
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