Incomplete Contracting and AI Alignment

04/12/2018
by   Dylan Hadfield-Menell, et al.
0

We suggest that the analysis of incomplete contracting developed by law and economics researchers can provide a useful framework for understanding the AI alignment problem and help to generate a systematic approach to finding solutions. We first provide an overview of the incomplete contracting literature and explore parallels between this work and the problem of AI alignment. As we emphasize, misalignment between principal and agent is a core focus of economic analysis. We highlight some technical results from the economics literature on incomplete contracts that may provide insights for AI alignment researchers. Our core contribution, however, is to bring to bear an insight that economists have been urged to absorb from legal scholars and other behavioral scientists: the fact that human contracting is supported by substantial amounts of external structure, such as generally available institutions (culture, law) that can supply implied terms to fill the gaps in incomplete contracts. We propose a research agenda for AI alignment work that focuses on the problem of how to build AI that can replicate the human cognitive processes that connect individual incomplete contracts with this supporting external structure.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
09/14/2022

Law Informs Code: A Legal Informatics Approach to Aligning Artificial Intelligence with Humans

We are currently unable to specify human goals and societal values in a ...
research
08/26/2020

An Impact Model of AI on the Principles of Justice: Encompassing the Autonomous Levels of AI Legal Reasoning

Efforts furthering the advancement of Artificial Intelligence (AI) will ...
research
01/10/2023

A Multi-Level Framework for the AI Alignment Problem

AI alignment considers how we can encode AI systems in a way that is com...
research
04/29/2021

Requirements Contracts: Definition, Design, and Analysis

What are the necessary and sufficient conditions for a proposition to be...
research
04/21/2017

Governing Governance: A Formal Framework for Analysing Institutional Design and Enactment Governance

This dissertation is motivated by the need, in today's globalist world, ...
research
06/23/2023

Exploring Qualitative Research Using LLMs

The advent of AI driven large language models (LLMs) have stirred discus...
research
12/19/2021

Demanding and Designing Aligned Cognitive Architectures

With AI systems becoming more powerful and pervasive, there is increasin...

Please sign up or login with your details

Forgot password? Click here to reset