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An agent's assessment of its trust in another agent is commonly taken to be a measure of the reliability/predictability of the latter's actions. It is based on the trustor's past observations of the behaviour of the trustee and requires no…

Artificial Intelligence · Computer Science 2019-06-03 Kinzang Chhogyal , Abhaya Nayak , Aditya Ghose , Hoa Khanh Dam

Trust-based recommender systems improve rating prediction with respect to Collaborative Filtering by leveraging the additional information provided by a trust network among users to deal with the cold start problem. However, they are…

Information Retrieval · Computer Science 2019-09-05 Liliana Ardissono , Noemi Mauro

Artificial Intelligence (AI) and Machine Learning (ML) providers have a responsibility to develop valid and reliable systems. Much has been discussed about trusting AI and ML inferences (the process of running live data through a trained AI…

Machine Learning · Computer Science 2024-07-09 Dalmo Cirne , Veena Calambur

We propose a novel trust metric for social networks which is suitable for application in recommender systems. It is personalised and dynamic and allows to compute the indirect trust between two agents which are not neighbours based on the…

Computers and Society · Computer Science 2009-05-09 Frank E. Walter , Stefano Battiston , Frank Schweitzer

People's trust in prediction models can be affected by many factors, including domain expertise like knowledge about the application domain and experience with predictive modelling. However, to what extent and why domain expertise impacts…

Human-Computer Interaction · Computer Science 2021-09-20 Jeroen Ooge , Katrien Verbert

Non-centralized recommendation-based decision making is a central feature of several social and technological processes, such as market dynamics, peer-to-peer file-sharing and the web of trust of digital certification. We investigate the…

Physics and Society · Physics 2011-10-07 Oliver Richters , Tiago P. Peixoto

Micro-task crowdsourcing has become a successful mean to obtain high-quality data from a large crowd of diverse people. In this context, trust between all the involved actors (i.e. requesters, workers, and platform owners) is a critical…

Social and Information Networks · Computer Science 2017-02-14 Jie Yang , Alessandro Bozzon

In this paper, we are concerned with trust modeling for agents in networked computing systems. As trust is a subjective notion that is invisible, implicit and uncertain in nature, many attempts have been made to model trust with aid of…

Cryptography and Security · Computer Science 2020-01-14 Bin Liu

Intelligent information systems that contain emergent elements often encounter trust problems because results do not get sufficiently explained and the procedure itself can not be fully retraced. This is caused by a control flow depending…

Computers and Society · Computer Science 2021-04-30 Michael Guckert , Nils Gumpfer , Jennifer Hannig , Till Keller , Neil Urquhart

Trust has been identified as a central factor for effective human-robot teaming. Existing literature on trust modeling predominantly focuses on dyadic human-autonomy teams where one human agent interacts with one robot. There is little, if…

Robotics · Computer Science 2023-01-27 Yaohui Guo , X. Jessie Yang , Cong Shi

In a world where ideas flow freely between people across multiple platforms, we often find ourselves relying on others' information without an objective standard to judge whether those opinions are accurate. The present study tests an…

Social and Information Networks · Computer Science 2019-03-27 Niccolo Pescetelli , Nick Yeung

The Internet of Things (IoT) is an evolving network of billions of interconnected physical objects, such as numerous sensors, smartphones, wearables, and embedded devices. These physical objects, generally referred to as the smart objects,…

Cryptography and Security · Computer Science 2021-02-23 Subhash Sagar , Adnan Mahmood , Quan Z. Sheng , Wei Emma Zhang

Trust is a crucial component in collaborative multiagent systems (MAS) involving humans and autonomous AI agents. Rather than assuming trust based on past system behaviours, it is important to formally verify trust by modelling the current…

Computer Science and Game Theory · Computer Science 2023-11-17 Asieh Salehi Fathabadi , Vahid Yazdanpanah

In grid computing, trust has massive significance. There is lot of research to propose various models in providing trusted resource sharing mechanisms. The trust is a belief or perception that various researchers have tried to correlate…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-01-11 P. Suresh Kumar , P. Sateesh Kumar , S. Ramachandram

With the fast development of digital technologies, we are running into a digital world. The relationship among people and the connections among things become more and more complex, and new challenges arise. To tackle these challenges,…

Cryptography and Security · Computer Science 2021-06-15 Hannah Lim Jing Ting , Xin Kang , Tieyan Li , Haiguang Wang , Cheng-Kang Chu

Machine Translation (MT) has the potential to help people overcome language barriers and is widely used in high-stakes scenarios, such as in hospitals. However, in order to use MT reliably and safely, users need to understand when to trust…

Human-Computer Interaction · Computer Science 2022-05-17 Wesley Hanwen Deng , Nikita Mehandru , Samantha Robertson , Niloufar Salehi

The recent revolution of intelligent systems made it possible for robots and autonomous systems to work alongside humans, collaborating with them and supporting them in many domains. It is undeniable that this interaction can have huge…

Robotics · Computer Science 2020-11-03 Basel Alhaji , Andreas Rausch , Michael Prilla

The assessment of trust between users is essential for collaboration. General reputation and ID mechanisms may support users' trust assessment. However, these mechanisms lack sensitivity to pairwise interactions and specific experience such…

Computer Science and Game Theory · Computer Science 2019-10-23 Claudia-Lavinia Ignat , Quang-Vinh Dang , Valerie Shalin

Trust management provides an alternative solution for securing open, dynamic, and distributed multi-agent systems, where conventional cryptographic methods prove to be impractical. However, existing trust models face challenges related to…

Multiagent Systems · Computer Science 2025-04-23 Zoi Lygizou , Dimitris Kalles

Decentralized trust management is used as a referral benchmark for assisting decision making by human or intelligence machines in open collaborative systems. During any given period of time, each participant may only interact with a few of…

Social and Information Networks · Computer Science 2019-09-26 Xinxin Fan , Ling Liu , Rui Zhang , Quanliang Jing , Jingping Bi