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Value alignment is a property of an intelligent agent indicating that it can only pursue goals and activities that are beneficial to humans. Traditional approaches to value alignment use imitation learning or preference learning to infer…

Artificial Intelligence · Computer Science 2019-12-10 Spencer Frazier , Md Sultan Al Nahian , Mark Riedl , Brent Harrison

Value alignment is the task of creating autonomous systems whose values align with those of humans. Past work has shown that stories are a potentially rich source of information on human values; however, past work has been limited to…

Computation and Language · Computer Science 2022-12-13 Md Sultan Al Nahian , Spencer Frazier , Brent Harrison , Mark Riedl

It has become commonplace to assert that autonomous agents will have to be built to follow human rules of behavior--social norms and laws. But human laws and norms are complex and culturally varied systems, in many cases agents will have to…

Artificial Intelligence · Computer Science 2018-11-06 Dylan Hadfield-Menell , McKane Andrus , Gillian K. Hadfield

One of today's most significant societal challenges is building AI systems whose behaviour, or the behaviour it enables within communities of interacting agents (human and artificial), aligns with human values. To address this challenge, we…

Artificial Intelligence · Computer Science 2026-02-09 Nardine Osman , Mark d'Inverno

To interact with humans, artificial intelligence (AI) systems must understand our social world. Within this world norms play an important role in motivating and guiding agents. However, very few computational theories for learning social…

Artificial Intelligence · Computer Science 2022-01-27 Taylor Olson , Ken Forbus

The critical inquiry pervading the realm of Philosophy, and perhaps extending its influence across all Humanities disciplines, revolves around the intricacies of morality and normativity. Surprisingly, in recent years, this thematic thread…

Artificial Intelligence · Computer Science 2024-06-19 Nicholas Kluge Corrêa

Social alignment in AI systems aims to ensure that these models behave according to established societal values. However, unlike humans, who derive consensus on value judgments through social interaction, current language models (LMs) are…

Computation and Language · Computer Science 2023-10-31 Ruibo Liu , Ruixin Yang , Chenyan Jia , Ge Zhang , Denny Zhou , Andrew M. Dai , Diyi Yang , Soroush Vosoughi

Generative AI models ought to be useful and safe across cross-cultural contexts. One critical step toward this goal is understanding how AI models adhere to sociocultural norms. While this challenge has gained attention in NLP, existing…

Computers and Society · Computer Science 2026-01-14 Myra Cheng , Vinodkumar Prabhakaran , Alice Oh , Hayk Stepanyan , Aishwarya Verma , Charu Kalia , Erin MacMurray van Liemt , Sunipa Dev

principles that should govern autonomous AI systems. It essentially states that a system's goals and behaviour should be aligned with human values. But how to ensure value alignment? In this paper we first provide a formal model to…

Artificial Intelligence · Computer Science 2024-02-08 Carles Sierra , Nardine Osman , Pablo Noriega , Jordi Sabater-Mir , Antoni Perelló

We show how to assess a language model's knowledge of basic concepts of morality. We introduce the ETHICS dataset, a new benchmark that spans concepts in justice, well-being, duties, virtues, and commonsense morality. Models predict…

Computers and Society · Computer Science 2023-02-20 Dan Hendrycks , Collin Burns , Steven Basart , Andrew Critch , Jerry Li , Dawn Song , Jacob Steinhardt

Beneficial societal outcomes cannot be guaranteed by aligning individual AI systems with the intentions of their operators or users. Even an AI system that is perfectly aligned to the intentions of its operating organization can lead to bad…

As artificial intelligence (AI) systems become increasingly integrated into various domains, ensuring that they align with human values becomes critical. This paper introduces a novel formalism to quantify the alignment between AI systems…

Artificial Intelligence · Computer Science 2023-12-27 Fazl Barez , Philip Torr

Given that Artificial Intelligence (AI) increasingly permeates our lives, it is critical that we systematically align AI objectives with the goals and values of humans. The human-AI alignment problem stems from the impracticality of…

Computers and Society · Computer Science 2022-07-05 John Nay , James Daily

How can we build AI systems that can learn any set of individual human values both quickly and safely, avoiding causing harm or violating societal standards for acceptable behavior during the learning process? We explore the effects of…

Artificial Intelligence · Computer Science 2024-11-11 Andrea Wynn , Ilia Sucholutsky , Thomas L. Griffiths

We propose the creation of a systematic effort to identify and replicate key findings in neuropsychology and allied fields related to understanding human values. Our aim is to ensure that research underpinning the value alignment problem of…

Artificial Intelligence · Computer Science 2018-09-11 Gopal P. Sarma , Nick J. Hay , Adam Safron

This paper addresses the question of how to align AI systems with human values and situates it within a wider body of thought regarding technology and value. Far from existing in a vacuum, there has long been an interest in the ability of…

Computers and Society · Computer Science 2021-01-19 Iason Gabriel , Vafa Ghazavi

An important step in the development of value alignment (VA) systems in AI is understanding how values can interrelate with facts. Designers of future VA systems will need to utilize a hybrid approach in which ethical reasoning and…

Artificial Intelligence · Computer Science 2019-07-15 Tae Wan Kim , Thomas Donaldson , John Hooker

Artificial intelligence (AI) systems attempt to imitate human behavior. How well they do this imitation is often used to assess their utility and to attribute human-like (or artificial) intelligence to them. However, most work on AI refers…

Computers and Society · Computer Science 2022-11-24 Vinodkumar Prabhakaran , Rida Qadri , Ben Hutchinson

Large-scale language technologies are increasingly used in various forms of communication with humans across different contexts. One particular use case for these technologies is conversational agents, which output natural language text in…

Computers and Society · Computer Science 2022-12-22 Atoosa Kasirzadeh , Iason Gabriel

Algorithmic (including AI/ML) decision-making artifacts are an established and growing part of our decision-making ecosystem. They are indispensable tools for managing the flood of information needed to make effective decisions in a complex…

Computers and Society · Computer Science 2020-11-11 Osonde A. Osoba , Benjamin Boudreaux , Douglas Yeung
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