
The Gradient: Perspectives on AI C. Thi Nguyen: Values, Legibility, and Gamification
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Jun 13, 2024 C. Thi Nguyen, Associate Professor of Philosophy, discusses losing control of values, tradeoffs of legibility and simplification, risks of gamification, and the influence of technology on rationality and agency. Topics include political value choices in ML, heuristics in decision-making, epistemic arms races, and the impact of classification systems on data perception.
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State Legibility and Value Capture
- States simplify the world into legible metrics for easier control and processing.
- This legibility bias leads to value capture as institutions shape what we care about to fit measurable proxies.
Simplicity’s Seduction in Values
- Simplified, singular value systems reduce complex personal trade-offs and make life feel easier.
- This seduction tempts individuals to accept external metrics as their own values.
Heuristics and Value Collapse
- Humans rely on heuristics due to complex world knowledge and cognitive limits.
- Institutions risk fixing heuristics rigidly, killing adaptive error-correction and causing value collapse.
