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I examine a conceptual model of a recommendation system (RS) with user inflow and churn dynamics. When inflow and churn balance out, the user distribution reaches a steady state. Changing the recommendation algorithm alters the steady state…

信息检索 · 计算机科学 2024-10-31 Shichao Ma

The closed feedback loop in recommender systems is a common setting that can lead to different types of biases. Several studies have dealt with these biases by designing methods to mitigate their effect on the recommendations. However, most…

信息检索 · 计算机科学 2020-09-01 Sami Khenissi , Mariem Boujelbene , Olfa Nasraoui

Artificial intelligence algorithms have been used to enhance a wide variety of products and services, including assisting human decision making in high-stakes contexts. However, these algorithms are complex and have trade-offs, notably…

人机交互 · 计算机科学 2020-07-07 Bowen Yu , Ye Yuan , Loren Terveen , Zhiwei Steven Wu , Jodi Forlizzi , Haiyi Zhu

How can humans stay in control of advanced artificial intelligence systems? One proposal is corrigibility, which requires the agent to follow the instructions of a human overseer, without inappropriately influencing them. In this paper, we…

人工智能 · 计算机科学 2023-06-01 Ryan Carey , Tom Everitt

Conveying human goals to autonomous systems (AS) occurs both when the system is being designed and when it is being operated. The design-step conveyance is typically mediated by robotics and AI engineers, who must appropriately capture…

机器人学 · 计算机科学 2024-03-22 Kevin Leahy , Ho Chit Siu

The concept of privacy is inherently intertwined with human attitudes and behaviours, as most computer systems are primarily designed for human use. Especially in the case of Recommender Systems, which feed on information provided by…

计算机与社会 · 计算机科学 2018-05-23 Sanchit Alekh

Human autonomy and sense of agency are increasingly recognised as critical for user well-being, motivation, and the ethical deployment of robots in human-robot interaction (HRI). Given the rapid development of artificial intelligence, robot…

人机交互 · 计算机科学 2026-05-25 Felix Glawe , Tim Schmeckel , Philipp Brauner , Martina Ziefle

Human-robot interaction exerts influence towards the human, which often changes behavior. This article explores an externality of this changed behavior - preference change. It expands on previous work on preference change in AI systems.…

机器人学 · 计算机科学 2022-06-22 Matija Franklin , Hal Ashton

The rapid evolution of the web has led to an exponential growth in content. Recommender systems play a crucial role in Human-Computer Interaction (HCI) by tailoring content based on individual preferences. Despite their importance,…

信息检索 · 计算机科学 2023-10-18 Yubo Shu , Haonan Zhang , Hansu Gu , Peng Zhang , Tun Lu , Dongsheng Li , Ning Gu

Recommender systems increasingly suffer from echo chambers and user homogenization, systemic distortions arising from the dynamic interplay between algorithmic recommendations and human behavior. While prior work has studied these phenomena…

社会与信息网络 · 计算机科学 2025-08-18 Ming Tang , Xiaowen Huang , Jitao Sang

As testified by new regulations like the European AI act, the worries about the societal impact of (autonomous) software technologies are becoming of public concern. Social and human values, besides the traditional software behaviour and…

软件工程 · 计算机科学 2024-06-14 Martina De Sanctis , Paola Inverardi , Patrizio Pelliccione

Systems incorporating biometric technologies have become ubiquitous in personal, commercial, and governmental identity management applications. Both cooperative (e.g. access control) and non-cooperative (e.g. surveillance and forensics)…

计算机与社会 · 计算机科学 2021-03-08 P. Drozdowski , C. Rathgeb , A. Dantcheva , N. Damer , C. Busch

Safe control methods are often intended to behave safely even in worst-case human uncertainties. However, humans may exploit such safety-first systems, which results in greater risk for everyone. Despite their significance, no prior work…

人机交互 · 计算机科学 2023-02-13 Zixuan Zhang , Maitham AL-Sunni , Haoming Jing , Hirokazu Shirado , Yorie Nakahira

We propose a control-theoretic interpretation of recommender systems and use this perspective to analyze how fairness interventions shape long-term system behavior. Fairness concerns arise for both users and creators, ranging from opinion…

系统与控制 · 电气工程与系统科学 2026-05-05 Giulia De Pasquale , Sarah Dean , Paolo Frasca

Recommender systems are quintessential applications of human-computer interaction. Widely utilized in daily life, they offer significant convenience but also present numerous challenges, such as the information cocoon effect, privacy…

信息检索 · 计算机科学 2024-11-25 Kaike Zhang , Yunfan Wu , Yougang lyu , Du Su , Yingqiang Ge , Shuchang Liu , Qi Cao , Zhaochun Ren , Fei Sun

As the use of algorithmic systems in high-stakes decision-making increases, the ability to contest algorithmic decisions is being recognised as an important safeguard for individuals. Yet, there is little guidance on what…

计算机与社会 · 计算机科学 2021-03-03 Henrietta Lyons , Eduardo Velloso , Tim Miller

This paper investigates the planning and control problems for multi-robot systems under linear temporal logic (LTL) specifications. In contrast to most of existing literature, which presumes a static and known environment, our study focuses…

机器人学 · 计算机科学 2023-07-13 Pian Yu , Gianmarco Fedeli , Dimos V. Dimarogonas

AI is displacing tasks, mediating high-stakes decisions, and flooding communication with synthetic content, unsettling work, identity, and social trust. We argue that the decisive human countermeasure is resilience. We define resilience…

计算机与社会 · 计算机科学 2025-10-30 Shaoshan Liu , Anina Schwarzenbach , Yiyu Shi

Interactive AI systems, such as recommendation engines and virtual assistants, commonly use static user profiles and predefined rules to personalize interactions. However, these methods often fail to capture the dynamic nature of user…

人机交互 · 计算机科学 2026-03-02 Liu He

Algorithmic decision-making (ADM) increasingly shapes people's daily lives. Given that such autonomous systems can cause severe harm to individuals and social groups, fairness concerns have arisen. A human-centric approach demanded by…

人机交互 · 计算机科学 2021-03-23 Christopher Starke , Janine Baleis , Birte Keller , Frank Marcinkowski