Deontological Ethics By Monotonicity Shape Constraints

31 Jan 2020 Serena Wang Maya Gupta

We demonstrate how easy it is for modern machine-learned systems to violate common deontological ethical principles and social norms such as "favor the less fortunate," and "do not penalize good attributes." We propose that in some cases such ethical principles can be incorporated into a machine-learned model by adding shape constraints that constrain the model to respond only positively to relevant inputs... (read more)

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