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Designing a good reward function is essential to robot planning and reinforcement learning, but it can also be challenging and frustrating. The reward needs to work across multiple different environments, and that often requires many…

机器人学 · 计算机科学 2018-06-08 Ellis Ratner , Dylan Hadfield-Menell , Anca D. Dragan

Data generated by users on digital platforms are a crucial resource for advocates and researchers interested in uncovering digital inequities, auditing algorithms, and understanding human behavior. Yet data access is often restricted. How…

计算机与社会 · 计算机科学 2024-08-09 Alex Berke , Robert Mahari , Sandy Pentland , Kent Larson , Dana Calacci

Recent scholarly work has extensively examined the phenomenon of algorithmic collusion driven by AI-enabled pricing algorithms. However, online platforms commonly deploy recommender systems that influence how consumers discover and purchase…

人工智能 · 计算机科学 2024-12-17 Xingchen Xu , Stephanie Lee , Yong Tan

In societal-scale infrastructures, such as electric grids or transportation networks, pricing mechanisms are often used as a way to shape users' demand in order to lower operating costs and improve reliability. Existing approaches to…

系统与控制 · 电气工程与系统科学 2023-08-01 Spencer Hutchinson , Berkay Turan , Mahnoosh Alizadeh

Online educational systems running on smart devices have the advantage of allowing users to learn online regardless of the location of the users. In particular, data synchronization enables users to cooperate on contents in real time…

分布式、并行与集群计算 · 计算机科学 2021-01-25 Geunsik Lim , Donghwa Lee , Sang-Bum Suh

We propose a model of incentives for data pricing in large mobile networks, in which an operator wishes to balance the number of connections (active users) of different classes of users in the different cells and at different time instants,…

最优化与控制 · 数学 2019-01-09 Marianne Akian , Mustapha Bouhtou , Jean Bernard Eytard , Stéphane Gaubert

The continued improvement of large language models (LLMs) increasingly depends on eliciting high-quality, user-generated data, yet such data are costly to provide and often withheld due to privacy and effort concerns. This creates a…

计算机科学与博弈论 · 计算机科学 2026-05-11 Di Feng , Chenhao Zhang , Zhanzhan Zhao

We consider a computing system where a master processor assigns tasks for execution to worker processors through the Internet. We model the workers decision of whether to comply (compute the task) or not (return a bogus result to save the…

分布式、并行与集群计算 · 计算机科学 2015-08-25 Antonio Fernández Anta , Chryssis Georgiou , Miguel A. Mosteiro , Daniel Pareja

An operator-assisted user-provided network (UPN) has the potential to achieve a low cost ubiquitous Internet connectivity, without significantly increasing the network infrastructure investment. In this paper, we consider such a network…

计算机科学与博弈论 · 计算机科学 2015-04-21 Mohammad Mahdi Khalili , Lin Gao , Jianwei Huang , Babak Hossein Khalaj

The wide spread of mobile devices has enabled a new paradigm of innovation called Mobile Crowdsourcing (MCS) where the concept is to allow entities, e.g., individuals or local authorities, to hire workers to help from the crowd of connected…

社会与信息网络 · 计算机科学 2020-04-29 Aymen Hamrouni , Hakim Ghazzai , Turki Alelyani , Yehia Massoud

Nowadays, both the amount of cyberattacks and their sophistication have considerably increased, and their prevention is of concern of most of organizations. Cooperation by means of information sharing is a promising strategy to address this…

密码学与安全 · 计算机科学 2016-08-01 Roberto Garrido-Pelaz , Lorena Gozalez-Manzano , Sergio Pastrana

This paper evaluates the benefit of integrating vehicle-based mobile crowd-sensing tasks into the ride-hailing system through the collaboration between the data user and the ride-hailing platform. In such a system, the ride-hailing platform…

最优化与控制 · 数学 2024-07-02 Shenglin Liu , Qian Ge , Ke Han , Daisuke Fukuda , Takao Dantsuji

Most online platforms strive to learn from interactions with users, and many engage in exploration: making potentially suboptimal choices for the sake of acquiring new information. We study the interplay between exploration and competition:…

计算机科学与博弈论 · 计算机科学 2024-10-15 Guy Aridor , Yishay Mansour , Aleksandrs Slivkins , Zhiwei Steven Wu

The success of software crowdsourcing depends on active and trustworthy pool of worker supply. The uncertainty of crowd workers' behaviors makes it challenging to predict workers' success and plan accordingly. In a competitive crowdsourcing…

软件工程 · 计算机科学 2021-07-08 Hamid Shamszare , Razieh Saremi , Sanam Jena

We consider the situation where multiple transportation service providers cooperate to offer an integrated multi-modal platform to enhance the convenience to the passengers through ease in multi-modal journey planning, payment, and first…

系统与控制 · 电气工程与系统科学 2022-06-29 Yuntian Deng , Shiping Shao , Archak Mittal , Richard Twumasi-Boakye , James Fishelson , Abhishek Gupta , Ness B. Shroff

We describe a mechanism to create fair and explainable incentives for software developers to reward contributions to security of a product. We use cooperative game theory to model the actions of the developer team inside a risk management…

软件工程 · 计算机科学 2023-09-12 Stefan Rass , Martin Pinzger

Fog-assisted 5G Networks allow the users within the networks to execute their tasks and processes through fog nodes and cooperation among the fog nodes. As a result, the delay in task execution reduces as compared to that in case of…

最优化与控制 · 数学 2022-04-14 Snigdha Kashyap , Saahil Kumar Singh , Abhishek Rouniyar , Rajsi Saxena , Avinash Kumar

We consider collaborative systems where users make contributions across multiple available projects and are rewarded for their contributions in individual projects according to a local sharing of the value produced. This serves as a model…

计算机科学与博弈论 · 计算机科学 2013-08-06 Yoram Bachrach , Vasilis Syrgkanis , Milan Vojnovic

This paper proposes a novel joint computation and communication cooperation approach in mobile edge computing (MEC) systems, which enables user cooperation in both computation and communication for improving the MEC performance. In…

信息论 · 计算机科学 2017-10-31 Xiaowen Cao , Feng Wang , Jie Xu , Rui Zhang , Shuguang Cui

This paper formulates a distributed computation problem, where a master asks $N$ distributed workers to compute a linearly separable function. The task function can be expressed as $K_c$ linear combinations of $K$ messages, where each…

信息论 · 计算机科学 2021-10-26 Kai Wan , Hua Sun , Mingyue Ji , Giuseppe Caire