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Ethics and responsible AI deployment
Petar Radanliev1,2, Omar Santos3, Alistair Brandon-Jones2
1Department of Computer Sciences, University of Oxford, Oxford, United Kingdom.
Frontiers in Artificial Intelligence
|April 11, 2024
Summary
Protecting personal privacy in Artificial Intelligence (AI) is crucial. This research explores ethical AI, using methods like differential privacy and federated learning to safeguard data while maintaining AI utility.
Area of Science:
- Computer Science
- Ethics
- Law
Background:
- Growing prevalence of Artificial Intelligence (AI) necessitates robust privacy safeguards.
- Ethical considerations are paramount in AI development and deployment.
- Existing frameworks may not fully address AI-specific privacy challenges.
Purpose of the Study:
- To explore the critical need for ethical AI systems that protect individual privacy.
- To examine innovative algorithmic techniques and regulatory strategies for privacy preservation in AI.
- To ensure AI development aligns with ethical standards and respects personal data.
Main Methods:
- Multidisciplinary approach integrating computer science, ethics, and law.
- Analysis of advanced algorithmic techniques: differential privacy, homomorphic encryption, and federated learning.
- Review of international regulatory frameworks and ethical guidelines for AI.
Main Results:
- Algorithmic techniques like differential privacy and federated learning demonstrably enhance privacy protection.
- These methods effectively balance AI utility with the imperative to protect personal data.
- A combination of technological and regulatory strategies is key to successful privacy safeguarding.
Conclusions:
- Ethical AI development requires a comprehensive strategy combining technological innovation with robust ethical and regulatory oversight.
- Safeguarding individual privacy is essential for the responsible advancement and adoption of AI.
- Future AI applications must prioritize privacy-preserving measures to build trust and ensure ethical compliance.
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