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Course Outline
Foundations of Ethics in Autonomous Systems
- Defining autonomy within AI agents
- Applying core ethical theories to machine behavior
- Considering stakeholder views and value-sensitive design
Societal Risks and High-Stakes Applications
- The role of autonomous agents in public safety, health, and defense
- Navigating human-AI collaboration and boundaries of trust
- Analyzing scenarios involving unintended outcomes and amplified risks
The Legal and Regulatory Environment
- Survey of AI legislation and policy developments (EU AI Act, NIST, OECD)
- Issues of accountability, liability, and legal status of AI agents
- Global governance efforts and current gaps
Explainability and Decision Transparency
- Addressing the challenges of black-box autonomous decision processes
- Designing for explainable and auditable agent behavior
- Utilizing transparency tools and frameworks (e.g., model cards, datasheets)
Alignment, Control, and Moral Responsibility
- Strategies for AI alignment to guide agent behavior
- Comparing human-in-the-loop vs. human-on-the-loop control models
- Distributing responsibility among designers, users, and institutions
Ethical Risk Assessment and Mitigation
- Mapping risks and analyzing critical failures in agent design
- Implementing safeguards and fail-safe mechanisms
- Conducting audits for bias, discrimination, and fairness
Governance Design and Institutional Oversight
- Core principles of responsible AI governance
- Multistakeholder oversight structures and audit processes
- Building compliance frameworks for autonomous agents
Summary and Future Directions
Requirements
- Foundational knowledge of AI systems and machine learning principles
- Working familiarity with autonomous agents and their practical applications
- Understanding of ethical and legal frameworks within technology policy
Target Audience
- AI ethicists
- Policy creators and regulatory bodies
- Senior AI practitioners and researchers
14 Hours