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When should we delegate decisions to AI systems? While the value alignment literature has developed techniques for shaping AI values, less attention has been paid to how to determine, under uncertainty, when imperfect alignment is good…

人工智能 · 计算机科学 2025-12-23 Daniel A. Herrmann , Abinav Chari , Isabelle Qian , Sree Sharvesh , B. A. Levinstein

As an important part of Artificial Intelligence (AI), Question Answering (QA) aims at generating answers to questions phrased in natural language. While there has been substantial progress in open-domain question answering, QA systems are…

计算与语言 · 计算机科学 2021-05-21 Gengchen Mai , Krzysztof Janowicz , Rui Zhu , Ling Cai , Ni Lao

Earth Observation (EO) is moving beyond static prediction toward multi-step analytical workflows that require coordinated reasoning over data, tools, and geospatial state. While foundation models and vision-language models have advanced…

计算机视觉与模式识别 · 计算机科学 2026-05-14 Muhammad Akhtar Munir , Muhammad Umer Sheikh , Akashah Shabbir , Muhammad Haris Khan , Fahad Khan , Xiao Xiang Zhu , Begum Demir , Salman Khan

Recent progress in artificial intelligence (AI) raises a wide array of ethical and societal concerns. Accordingly, an appropriate policy approach is needed today. While there has been a wave of scholarship in this field, the research…

计算机与社会 · 计算机科学 2021-01-18 Charlotte Stix , Matthijs M. Maas

We formalize AI alignment as a multi-objective optimization problem called $\langle M,N,\varepsilon,\delta\rangle$-agreement, in which a set of $N$ agents (including humans) must reach approximate ($\varepsilon$) agreement across $M$…

人工智能 · 计算机科学 2025-11-20 Aran Nayebi

The skyrocketing demand for artificial intelligence (AI) has created an enormous appetite for globally deployed power-hungry servers. As a result, the environmental footprint of AI systems has come under increasing scrutiny. More crucially,…

机器学习 · 计算机科学 2024-12-24 Mohammad Hajiesmaili , Shaolei Ren , Ramesh K. Sitaraman , Adam Wierman

As AI agents increasingly operate in multi-agent environments, understanding their collective behavior becomes critical for predicting the dynamics of artificial societies. This study examines conformity, the tendency to align with group…

人工智能 · 计算机科学 2026-01-12 Alessandro Bellina , Giordano De Marzo , David Garcia

Many assumptions that underpin human concepts of identity do not hold for machine minds that can be copied, edited, or simulated. We argue that there exist many different coherent identity boundaries (e.g.\ instance, model, persona), and…

Humans strive to design safe AI systems that align with our goals and remain under our control. However, as AI capabilities advance, we face a new challenge: the emergence of deeper, more persistent relationships between humans and AI…

人机交互 · 计算机科学 2025-02-05 Hannah Rose Kirk , Iason Gabriel , Chris Summerfield , Bertie Vidgen , Scott A. Hale

Much of the research focus on AI alignment seeks to align large language models and other foundation models to the context-less and generic values of helpfulness, harmlessness, and honesty. Frontier model providers also strive to align…

计算机与社会 · 计算机科学 2025-01-23 Kush R. Varshney , Zahra Ashktorab , Djallel Bouneffouf , Matthew Riemer , Justin D. Weisz

Artificial Intelligence (AI) is at the forefront of modern technology, and its effects are felt in many areas of society. To prevent algorithmic disparities, fairness, accountability, transparency, and ethics (FATE) in AI are being…

计算机与社会 · 计算机科学 2023-11-14 Isa Inuwa-Dutse

Language is a cornerstone of cultural identity, yet globalization and the dominance of major languages have placed nearly 3,000 languages at risk of extinction. Existing AI-driven translation models prioritize efficiency but often fail to…

计算与语言 · 计算机科学 2025-06-10 Mahfuz Ahmed Anik , Abdur Rahman , Azmine Toushik Wasi , Md Manjurul Ahsan

Artificial Intelligence (AI) systems are increasingly placed in positions where their decisions have real consequences, e.g., moderating online spaces, conducting research, and advising on policy. Ensuring they operate in a safe and…

The recent leap in AI capabilities, driven by big generative models, has sparked the possibility of achieving Artificial General Intelligence (AGI) and further triggered discussions on Artificial Superintelligence (ASI)-a system surpassing…

人工智能 · 计算机科学 2026-02-10 HyunJin Kim , Xiaoyuan Yi , Jing Yao , Muhua Huang , JinYeong Bak , James Evans , Xing Xie

Geo-localization aims to infer the geographic origin of a given signal. In computer vision, geo-localization has served as a demanding benchmark for compositional reasoning and is relevant to public safety. In contrast, progress on audio…

声音 · 计算机科学 2026-01-07 Ruixing Zhang , Zihan Liu , Leilei Sun , Tongyu Zhu , Weifeng Lv

The potential risk of AI systems unintentionally embedding and reproducing bias has attracted the attention of machine learning practitioners and society at large. As policy makers are willing to set the standards of algorithms and AI…

人工智能 · 计算机科学 2020-03-17 Boris Ruf , Chaouki Boutharouite , Marcin Detyniecki

Human-AI collaboration is increasingly relevant in consequential areas where AI recommendations support human discretion. However, human-AI teams' effectiveness, capability, and fairness highly depend on human perceptions of AI. Positive…

人机交互 · 计算机科学 2025-06-06 Domenique Zipperling , Luca Deck , Julia Lanzl , Niklas Kühl

Generative AI (GenAI) models present new challenges in regulating against discriminatory behavior. In this paper, we argue that GenAI fairness research still has not met these challenges; instead, a significant gap remains between existing…

机器学习 · 计算机科学 2024-12-31 Thomas P. Zollo , Nikita Rajaneesh , Richard Zemel , Talia B. Gillis , Emily Black

AI models are already deployed in societies affected by armed conflict, and journalists, humanitarian workers, governments and ordinary citizens rely on them for information or for their work processes. No established practice exists for…

人工智能 · 计算机科学 2026-05-22 Andrii Kryshtal

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…

人工智能 · 计算机科学 2018-04-13 Dylan Hadfield-Menell , Gillian Hadfield