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We present SmartCrowd, a framework for optimizing collaborative knowledge-intensive crowdsourcing. SmartCrowd distinguishes itself by accounting for human factors in the process of assigning tasks to workers. Human factors designate…

Crowdsourcing systems, in which numerous tasks are electronically distributed to numerous "information piece-workers", have emerged as an effective paradigm for human-powered solving of large scale problems in domains such as image…

机器学习 · 计算机科学 2013-03-27 David R. Karger , Sewoong Oh , Devavrat Shah

As the use of crowdsourcing increases, it is important to think about performance optimization. For this purpose, it is possible to think about each worker as a HPU(Human Processing Unit), and to draw inspiration from performance…

人机交互 · 计算机科学 2016-10-17 Chen Cao , Zheng Liu , Lei Chen , H. V. Jagadish

Existing multimodal reasoning models and frameworks suffer from fundamental architectural limitations: most lack the human-like ability to autonomously explore diverse reasoning pathways-whether in direct inference, tool-driven visual…

人工智能 · 计算机科学 2025-12-15 Yifu Guo , Zishan Xu , Zhiyuan Yao , Yuquan Lu , Jiaye Lin , Sen Hu , Zhenheng Tang , Huacan Wang , Ronghao Chen

Crowdsourcing, in which human intelligence and productivity is dynamically mobilized to tackle tasks too complex for automation alone to handle, has grown to be an important research topic and inspired new businesses (e.g., Uber, Airbnb).…

计算机与社会 · 计算机科学 2023-09-20 Shipeng Wang , Qingzhong Li , Lizhen Cui , Zhongmin Yan , Yonghui Xu , Zhuan Shi , Xinping Min , Zhiqi Shen , Han Yu

Crowdsourcing with the intelligent agents carrying smart devices is becoming increasingly popular in recent years. It has opened up meeting an extensive list of real life applications such as measuring air pollution level, road traffic…

计算机科学与博弈论 · 计算机科学 2022-03-18 Vikash Kumar Singh , Anjani Samhitha Jasti , Sunil Kumar Singh , Sanket Mishra

Mobile crowdsourcing refers to systems where the completion of tasks necessarily requires physical movement of crowdworkers in an on-demand workforce. Evidence suggests that in such systems, tasks often get assigned to crowdworkers who…

人工智能 · 计算机科学 2024-01-24 Ralf Bruns , Jeremias Dötterl , Jürgen Dunkel , Sascha Ossowski

Crowdsourcing has become an important tool to collect data for various artificial intelligence applications and auction can be an effective way to allocate work and determine reward in a crowdsourcing platform. In this paper, we focus on…

计算机科学与博弈论 · 计算机科学 2022-02-22 Timothy Shin Heng Mak , Albert Y. S. Lam

Given the increasing complexity of AI applications, traditional spatial architectures frequently fall short. Our analysis identifies a pattern of interconnected, multi-faceted tasks encompassing both AI and general computational processes.…

人工智能 · 计算机科学 2024-05-28 Jinyi Deng , Xinru Tang , Zhiheng Yue , Guangyang Lu , Qize Yang , Jiahao Zhang , Jinxi Li , Chao Li , Shaojun Wei , Yang Hu , Shouyi Yin

Crowdsourcing can solve problems that current fully automated systems cannot. Its effectiveness depends on the reliability, accuracy, and speed of the crowd workers that drive it. These objectives are frequently at odds with one another.…

人机交互 · 计算机科学 2014-08-29 Walter S. Lasecki , Christopher M. Homan , Jeffrey P. Bigham

This paper explores the economic interactions within modern crowdsourcing markets. In these markets, employers issue requests for tasks, platforms facilitate the recruitment of crowd workers, and workers complete tasks for monetary rewards.…

计算机科学与博弈论 · 计算机科学 2026-02-03 Tian Bai , Yiding Feng , Yaohao Liu , Mengfan Ma , Mingyu Xiao

We investigate the problem of heterogeneous task assignment in crowdsourcing markets from the point of view of the requester, who has a collection of tasks. Workers arrive online one by one, and each declare a set of feasible tasks they can…

数据结构与算法 · 计算机科学 2015-08-17 Sepehr Assadi , Justin Hsu , Shahin Jabbari

FinOps (Finance + Operations) represents an operational framework and cultural practice which maximizes cloud business value through collaborative financial accountability across engineering, finance, and business teams. FinOps…

人工智能 · 计算机科学 2025-10-31 Ngoc Phuoc An Vo , Manish Kesarwani , Ruchi Mahindru , Chandrasekhar Narayanaswami

Tendem is a hybrid system where AI handles structured, repeatable work and Human Experts step in when the models fail or to verify results. Each result undergoes a comprehensive quality review before delivery to the Client. To assess…

We introduce the problem of Task Assignment and Sequencing (TAS), which adds the timeline perspective to expert crowdsourcing optimization. Expert crowdsourcing involves macrotasks, like document writing, product design, or web development,…

社会与信息网络 · 计算机科学 2016-01-18 Heinz Schmitz , Ioanna Lykourentzou

While microtask crowdsourcing provides a new way to solve large volumes of small tasks at a much lower price compared with traditional in-house solutions, it suffers from quality problems due to the lack of incentives. On the other hand,…

计算机科学与博弈论 · 计算机科学 2013-05-30 Yang Gao , Yan Chen , K. J. Ray Liu

Ranking is fundamental to many areas, such as search engine optimization, human feedback for language models, as well as peer grading. Crowdsourcing, which is often used for these tasks, requires proper incentivization to ensure accurate…

计算机科学与博弈论 · 计算机科学 2024-01-26 Kiriaki Frangias , Andrew Lin , Ellen Vitercik , Manolis Zampetakis

Over the past decade, crowdsourcing has emerged as a cheap and efficient method of obtaining solutions to simple tasks that are difficult for computers to solve but possible for humans. The popularity and promise of crowdsourcing markets…

社会与信息网络 · 计算机科学 2013-11-27 Aleksandrs Slivkins , Jennifer Wortman Vaughan

We consider the problem of optimal budget allocation for crowdsourcing problems, allocating users to tasks to maximize our final confidence in the crowdsourced answers. Such an optimized worker assignment method allows us to boost the…

机器学习 · 计算机科学 2017-02-28 Angela Zhou , Irineo Cabreros , Karan Singh

Allowing members of the crowd to propose novel microtasks for one another is an effective way to combine the efficiencies of traditional microtask work with the inventiveness and hypothesis generation potential of human workers. However,…

人机交互 · 计算机科学 2020-12-23 Abigail Hotaling , James P. Bagrow
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