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This paper looks at philosophical questions that arise in the context of AI alignment. It defends three propositions. First, normative and technical aspects of the AI alignment problem are interrelated, creating space for productive…

计算机与社会 · 计算机科学 2020-10-07 Iason Gabriel

Alignment of artificial intelligence (AI) encompasses the normative problem of specifying how AI systems should act and the technical problem of ensuring AI systems comply with those specifications. To date, AI alignment has generally…

Solving the AI alignment problem requires having clear, defensible values towards which AI systems can align. Currently, targets for alignment remain underspecified and do not seem to be built from a philosophically robust structure. We…

计算机与社会 · 计算机科学 2023-11-29 Betty Li Hou , Brian Patrick Green

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…

人工智能 · 计算机科学 2023-12-27 Fazl Barez , Philip Torr

This paper examines the challenges associated with achieving life-long superalignment in AI systems, particularly large language models (LLMs). Superalignment is a theoretical framework that aspires to ensure that superintelligent AI…

计算机与社会 · 计算机科学 2024-03-25 Gokul Puthumanaillam , Manav Vora , Pranay Thangeda , Melkior Ornik

The AI alignment problem comprises both technical and normative dimensions. While technical solutions focus on implementing normative constraints in AI systems, the normative problem concerns determining what these constraints should be.…

计算机与社会 · 计算机科学 2025-07-29 André Steingrüber , Kevin Baum

In high-stakes AI-supported decisions, considerations are not purely technical but involve moral judgments about fairness, responsibility, and harm. While prior research has focused mainly on functional or behavioral alignment, this paper…

人机交互 · 计算机科学 2026-04-17 Christiane Ernst , Luis Gutmann , Domenique Zipperling , Kathrin Figl , Niklas Kühl

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…

计算机与社会 · 计算机科学 2022-07-05 John Nay , James Daily

AI alignment considers how we can encode AI systems in a way that is compatible with human values. The normative side of this problem asks what moral values or principles, if any, we should encode in AI. To this end, we present a framework…

计算机与社会 · 计算机科学 2023-01-11 Betty Li Hou , Brian Patrick Green

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…

人工智能 · 计算机科学 2024-02-08 Carles Sierra , Nardine Osman , Pablo Noriega , Jordi Sabater-Mir , Antoni Perelló

Background: Value alignment in computer science research is often used to refer to the process of aligning artificial intelligence with humans, but the way the phrase is used often lacks precision. Objectives: In this paper, we conduct a…

计算机与社会 · 计算机科学 2026-03-27 Jack McKinlay , Marina De Vos , Janina A. Hoffmann , Andreas Theodorou

The field of AI alignment aims to steer AI systems toward human goals, preferences, and ethical principles. Its contributions have been instrumental for improving the output quality, safety, and trustworthiness of today's AI models. This…

人工智能 · 计算机科学 2024-11-26 Robert West , Roland Aydin

Existing alignment research is dominated by concerns about safety and preventing harm: safeguards, controllability, and compliance. This paradigm of alignment parallels early psychology's focus on mental illness: necessary but incomplete.…

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…

With AI systems becoming more powerful and pervasive, there is increasing debate about keeping their actions aligned with the broader goals and needs of humanity. This multi-disciplinary and multi-stakeholder debate must resolve many…

人工智能 · 计算机科学 2021-12-21 Koen Holtman

Value alignment is essential for building AI systems that can safely and reliably interact with people. However, what a person values -- and is even capable of valuing -- depends on the concepts that they are currently using to understand…

人工智能 · 计算机科学 2023-11-01 Sunayana Rane , Mark Ho , Ilia Sucholutsky , Thomas L. Griffiths

The value-alignment problem for artificial intelligence (AI) asks how we can ensure that the 'values' (i.e., objective functions) of artificial systems are aligned with the values of humanity. In this paper, I argue that linguistic…

人工智能 · 计算机科学 2022-07-05 Travis LaCroix

Big models have greatly advanced AI's ability to understand, generate, and manipulate information and content, enabling numerous applications. However, as these models become increasingly integrated into everyday life, their inherent…

计算机与社会 · 计算机科学 2023-10-27 Xiaoyuan Yi , Jing Yao , Xiting Wang , Xing Xie

The value alignment problem for artificial intelligence (AI) is often framed as a purely technical or normative challenge, sometimes focused on hypothetical future systems. I argue that the problem is better understood as a structural…

计算机与社会 · 计算机科学 2026-04-23 Travis LaCroix

Over the past decade, artificial intelligence has demonstrated its efficiency in many different applications and a huge number of algorithms have become central and ubiquitous in our life. Their growing interest is essentially based on…

计算机与社会 · 计算机科学 2019-05-24 Éric Fourneret , Blaise Yvert
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