Reflections on Artificial Intelligence for Humanity
暫譯: 對人類的人工智慧反思

Braunschweig, Bertrand, Ghallab, Malik

  • 出版商: Springer
  • 出版日期: 2021-02-07
  • 售價: $3,750
  • 貴賓價: 9.5$3,563
  • 語言: 英文
  • 頁數: 267
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 3030691276
  • ISBN-13: 9783030691271
  • 相關分類: 人工智慧
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

We already observe the positive effects of AI in almost every field, and foresee its potential to help address our sustainable development goals and the urgent challenges for the preservation of the environment. We also perceive that the risks related to the safety, security, confidentiality, and fairness of AI systems, the threats to free will of possibly manipulative systems, as well as the impact of AI on the economy, employment, human rights, equality, diversity, inclusion, and social cohesion need to be better assessed. The development and use of AI must be guided by principles of social cohesion, environmental sustainability, resource sharing, and inclusion. It has to integrate human rights, and social, cultural, and ethical values of democracy. It requires continued education and training as well as continual assessment of its effects through social deliberation.

The "Reflections on AI for Humanity" proposed in this book develop the following issues and sketch approaches for addressing them:

  • How can we ensure the security requirements of critical applications and the safety and confidentiality of data communication and processing? What techniques and regulations for the validation, certification, and audit of AI tools are needed to develop confidence in AI? How can we identify and overcome biases in algorithms? How do we design systems that respect essential human values, ensuring moral equality and inclusion?
  • What kinds of governance mechanisms are needed for personal data, metadata, and aggregated data at various levels?
  • What are the effects of AI and automation on the transformation and social division of labor? What are the impacts on economic structures? What proactive and accommodation measures will be required?
  • How will people benefit from decision support systems and personal digital assistants without the risk of manipulation? How do we design transparent and intelligible procedures and ensure that their functions reflect our values and criteria? How can we anticipate failure and restore human control over an AI system when it operates outside its intended scope?
  • How can we devote a substantial part of our research and development resources to the major challenges of our time such as climate, environment, health, and education?


商品描述(中文翻譯)

我們已經在幾乎每個領域觀察到人工智慧(AI)的正面影響,並預見其在幫助解決我們的可持續發展目標及環境保護的緊迫挑戰方面的潛力。我們也意識到,與AI系統的安全性、保密性、公平性相關的風險,以及可能操控系統對自由意志的威脅,還有AI對經濟、就業、人權、平等、多樣性、包容性和社會凝聚力的影響需要更好地評估。AI的發展和使用必須遵循社會凝聚力、環境可持續性、資源共享和包容性的原則。它必須整合人權以及社會、文化和民主的倫理價值。這需要持續的教育和培訓,以及通過社會討論不斷評估其影響。

本書中提出的「關於人類的AI反思」發展了以下問題並勾勒出解決這些問題的方法:

- 我們如何確保關鍵應用的安全要求以及數據通信和處理的安全性和保密性?需要哪些技術和規範來驗證、認證和審計AI工具,以建立對AI的信心?我們如何識別和克服算法中的偏見?我們如何設計尊重基本人類價值的系統,以確保道德平等和包容性?
- 在各個層面上,對於個人數據、元數據和聚合數據需要什麼樣的治理機制?
- AI和自動化對勞動分工的轉型和社會分工有什麼影響?對經濟結構有什麼影響?需要哪些主動和適應性措施?
- 人們如何在不面臨操控風險的情況下受益於決策支持系統和個人數位助理?我們如何設計透明且易於理解的程序,並確保其功能反映我們的價值觀和標準?當AI系統運行超出其預期範圍時,我們如何預見失敗並恢復人類對AI系統的控制?
- 我們如何將相當一部分的研究和開發資源投入到氣候、環境、健康和教育等我們這個時代的重大挑戰中?