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Recommender systems shape individual choices through feedback loops in which user behavior and algorithmic recommendations coevolve over time. The systemic effects of these loops remain poorly understood, in part due to unrealistic…

Information Retrieval · Computer Science 2026-02-19 Gabriele Barlacchi , Margherita Lalli , Emanuele Ferragina , Fosca Giannotti , Dino Pedreschi , Luca Pappalardo

In academic literature, recommender systems are often evaluated on the task of next-item prediction. The procedure aims to give an answer to the question: "Given the natural sequence of user-item interactions up to time t, can we predict…

Information Retrieval · Computer Science 2019-07-30 Olivier Jeunen , David Rohde , Flavian Vasile

Feedback is essential for learning, but its effectiveness relies heavily on how well it engages students in the educational process. Generative AI offers novel opportunities to efficiently produce rich, formative feedback, ranging from…

Human-Computer Interaction · Computer Science 2026-04-16 Jie Cao , Chloe Qianhui Zhao , Christian Schunn , Elizabeth A. McLaughlin , Jionghao Lin , Kenneth R. Koedinger

The performance of a task-completion dialogue agent usually affects the user experience: when the conversation system yields an unreasonable response, users may feel dissatisfied. Besides, early termination often occurs in disappointing…

Human-Computer Interaction · Computer Science 2021-10-06 Rui Zhang , Kai Yin , Li Li

This paper extends recent work in interactive machine learning (IML) focused on effectively incorporating human feedback. We show how control and feedback signals complement each other in systems which model human reward. We demonstrate…

Human-Computer Interaction · Computer Science 2017-01-27 Kory W. Mathewson , Patrick M. Pilarski

The computation of a cyber-physical system's reaction to a stimulus typically involves the execution of several tasks. The delay between stimulus and reaction thus depends on the interaction of these tasks and is subject to timing…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-04-23 Max J. Friese , Thorsten Ehlers , Dirk Nowotka

The goal of this study is to expand our understanding of the relationships between selected tasks, cognitive abilities and search result interfaces. The underlying objective is to understand how to select search results presentation for…

Human-Computer Interaction · Computer Science 2010-04-14 Jacek Gwizdka

We present results from a pilot experiment to measure if machine recommendations can debias human perceptual biases in visualization tasks. We specifically studied the ``pull-down'' effect, i.e., people underestimate the average position of…

Human-Computer Interaction · Computer Science 2023-11-03 Ross Geuy , Nate Rising , Tiancheng Shi , Meng Ling , Jian Chen

High Performance Computing (HPC) systems rely on fixed user-provided estimates of job time limits. These estimates are often inaccurate, resulting in inefficient resource use and the loss of unsaved work if a job times out shortly before…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-12 Thomas Jakobsche , Osman Seckin Simsek , Jim Brandt , Ann Gentile , Florina M. Ciorba

Do workers always work more for more? We investigate how intertemporal and uncompensated labor supply decisions change across observational and experimental windows, within the same workers. Combining a real-effort emoji-counting experiment…

General Economics · Economics 2026-05-29 Mattia Adamo , Michele Cantarella

We study the impact of competing time delays in coupled stochastic synchronization and coordination problems. We consider two types of delays: transmission delays between interacting elements and processing, cognitive, or execution delays…

Statistical Mechanics · Physics 2011-01-12 D. Hunt , G. Korniss , B. K. Szymanski

Quantifying the workplace productivity effects of Generative Artificial Intelligence is now central to economics, management, and public policy. The deployment of AI tools in customer service, writing, software development, and consulting…

Computers and Society · Computer Science 2026-05-27 Silvia Bartolucci , Pierpaolo Vivo

The foremost aim of this study is to investigate the influence of time-delayed feedback on extreme events in a non-polynomial system with velocity dependent potential. To begin, we investigate the effect of this feedback on extreme events…

Statistical Mechanics · Physics 2022-07-20 S. Sudharsan , A. Venkatesan , P. Muruganandam , M. Senthilvelan

Agentic AI workflows (systems that autonomously plan and act) are becoming widespread, yet their task success rate on complex tasks remains low. A promising solution is inference-time alignment, which uses extra compute at test time to…

This research explores how different virtual work environments, differing in the type and amount of elements they include, impact users' flow, performance, emotional state, and preferences. Pre-study interviews were conducted to inform the…

Human-Computer Interaction · Computer Science 2025-06-26 Alicja Kiluk , Viktorija Paneva , Sofia Seinfeld , Jörg Müller

Providing personalized, detailed feedback at scale in large undergraduate STEM courses remains a persistent challenge. We present an empirically evaluated practice exam system that integrates AI generated feedback with targeted textbook…

Human-Computer Interaction · Computer Science 2025-05-20 Mak Ahmad , Prerna Ravi , David Karger , Marc Facciotti

Detailed feedback on courses and lecture content is essential for their improvement and also serves as a tool for reflection. However, feedback methods are often only used sporadically, especially in mass courses, because collecting and…

Computers and Society · Computer Science 2024-04-16 Armin Egetenmeier , Sven Strickroth

Human cognitive performance is critical to productivity, learning, and accident avoidance. Cognitive performance varies throughout each day and is in part driven by intrinsic, near 24-hour circadian rhythms. Prior research on the impact of…

Human-Computer Interaction · Computer Science 2017-02-28 Tim Althoff , Eric Horvitz , Ryen W. White , Jamie Zeitzer

Developing computational models for automatic affect prediction requires valid self-reports about individuals' emotional interpretations of stimuli. In this article, we highlight the important influence of the temporal distance between a…

Human-Computer Interaction · Computer Science 2023-02-07 Bernd Dudzik , Joost Broekens

This article presents results from an experiment in which 44 human subjects interact with a dynamic system to perform 40 trials of a command-following task. The reference command is unpredictable and different on each trial, but all…

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