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Machine learning algorithms learn from data and use data from databases that are mutable; therefore, the data and the results of machine learning cannot be fully trusted. Also, the machine learning process is often difficult to automate. A…

机器学习 · 计算机科学 2019-08-19 Tao Wang , Xinmin Wu , Taiping He

Sustainable urban environments based on Internet of Things (IoT) technologies require appropriate policy management. However, such policies are established as a result of underlying, potentially complex and long-term policy making…

计算机与社会 · 计算机科学 2018-04-20 Barkha Javed , Richard McClatchey , Zaheer Khan , Jetendr Shamdasani

Adopting shared data resources requires scientists to place trust in the originators of the data. When shared data is later used in the development of artificial intelligence (AI) systems or machine learning (ML) models, the trust lineage…

机器学习 · 计算机科学 2021-05-14 Iain Barclay , Alun Preece , Ian Taylor , Swapna K. Radha , Jarek Nabrzyski

Blockchain and smart contracts have garnered significant interest in recent years as the foundation of a decentralized, trustless digital ecosystem, thereby eliminating the need for traditional centralized authorities. Despite their central…

密码学与安全 · 计算机科学 2025-09-10 Nicolò Romandini , Carlo Mazzocca , Kai Otsuki , Rebecca Montanari

Federated learning can solve the privacy protection problem in distributed data mining and machine learning, and how to protect the ownership, use and income rights of all parties involved in federated learning is an important issue. This…

密码学与安全 · 计算机科学 2025-07-11 Xiaogang Cheng , Ren Guo

The increasing integration of Artificial Intelligence (AI) into health and biomedical systems necessitates robust frameworks for transparency, accountability, and ethical compliance. Existing frameworks often rely on human-readable, manual…

The development of privacy-enhancing technologies has made immense progress in reducing trade-offs between privacy and performance in data exchange and analysis. Similar tools for structured transparency could be useful for AI governance by…

人工智能 · 计算机科学 2023-03-22 Emma Bluemke , Tantum Collins , Ben Garfinkel , Andrew Trask

Artificial Intelligence (AI) systems are increasingly dependent on complex, multi-layered software supply chains that introduce challenges for reproducibility, transparency, and security assurance. This study presents an Artificial…

软件工程 · 计算机科学 2026-05-20 Petar Radanliev , Omar Santos , Carsten Maple , Kay Atefi

Increased collaborative production and dynamic selection of production partners within industry 4.0 manufacturing leads to ever-increasing automatic data exchange between companies. Automatic and unsupervised data exchange creates new…

密码学与安全 · 计算机科学 2020-07-29 Jan Stodt , Christoph Reich

Modern distributed applications in healthcare, supply chain, and the Internet of Things handle a large amount of data in a diverse application setting with multiple stakeholders. Such applications leverage advanced artificial intelligence…

This paper presents a system architecture to promote the development of smart transportation systems. Thanks to the use of distributed ledgers and related technologies, it is possible to create, store and share data generated by users…

密码学与安全 · 计算机科学 2020-04-01 Mirko Zichichi , Stefano Ferretti , Gabriele D'Angelo

A key component of blockchain technology is the ledger, viz., a database that, unlike standard databases, keeps in memory the complete history of past transactions as in a notarial archive for the benefit of any future test. In…

密码学与安全 · 计算机科学 2021-10-01 Paolo Bottoni , Anna Labella , Remo Pareschi

As conversational AI systems become more realistic and widely deployed, users are increasingly uncertain about whether they are interacting with a human or an AI system. When AI identity is unclear, users may unwittingly share sensitive…

人机交互 · 计算机科学 2026-03-19 Anna Gausen , Sarenne Wallbridge , Hannah Rose Kirk , Jennifer Williams , Christopher Summerfield

Blockchain enables novel, trustworthy Process-Aware Information Systems (PAISs) by enforcing the security, robustness, and traceability of operations. In particular, transparency ensures that all information exchanges are openly accessible,…

密码学与安全 · 计算机科学 2025-11-07 Alessandro Marcelletti , Edoardo Marangone , Michele Kryston , Claudio Di Ciccio

"Trustworthy data" is the fuel for ensuring transparent traceability, precise decision-making, and cogent coordination in the supply chain (SC) space. However, the disparate data silos act as a trade barrier in orchestrating the provenance…

密码学与安全 · 计算机科学 2023-05-15 Sabah Suhail , Rasheed Hussain , Choong Seon Hong , Abid Khan

The rapid advancement of ML models in critical sectors such as healthcare, finance, and security has intensified the need for robust data security, model integrity, and reliable outputs. Large multimodal foundational models, while crucial…

密码学与安全 · 计算机科学 2024-12-13 Hongyang Zhang , Yue Zhao , Claudio Angione , Harry Yang , James Buban , Ahmad Farhan , Fielding Johnston , Patrick Colangelo

The adoption of permissioned blockchain networks in enterprise settings has seen an increase in growth over the past few years. While encouraging, this is leading to the emergence of new data, asset and process silos limiting the potential…

Large Language Models (LLMs) and other foundation models are increasingly used as the core of AI agents. In agentic workflows, these agents plan tasks, interact with humans and peers, and influence scientific outcomes across federated and…

分布式、并行与集群计算 · 计算机科学 2025-08-21 Renan Souza , Amal Gueroudji , Stephen DeWitt , Daniel Rosendo , Tirthankar Ghosal , Robert Ross , Prasanna Balaprakash , Rafael Ferreira da Silva

In recent years, the advancement in modern technologies has experienced an explosion of huge data sets being captured and recorded in different fields, but also given rise to concerns the security and protection of data storage,…

密码学与安全 · 计算机科学 2019-12-24 Uchi Ugobame Uchibeke , Sara Hosseinzadeh Kassani , Kevin A. Schneider , Ralph Deters

This Article examines the circumstances in which AI-generated outputs remain linked to their creators and the points at which they lose that connection, whether through accident, deliberate design, or emergent behavior. In cases where AI is…

计算机与社会 · 计算机科学 2026-02-25 Frank Fagan