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Blockchain technology has evolved from being an immutable ledger of transactions for cryptocurrencies to a programmable interactive the environment for building distributed reliable applications. Although, blockchain technology has been…

Cryptography and Security · Computer Science 2017-09-29 Aravind Ramachandran , Dr. Murat Kantarcioglu

Smart contracts, integral to blockchain ecosystems, enable decentralized applications to execute predefined operations without intermediaries. Their ability to enforce trustless interactions has made them a core component of platforms such…

Cryptography and Security · Computer Science 2025-06-10 Mesut Ozdag

We present a blockchain based system that allows data owners, cloud vendors, and AI developers to collaboratively train machine learning models in a trustless AI marketplace. Data is a highly valued digital asset and central to deriving…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-04 Nishant Baranwal Somy , Kalapriya Kannan , Vijay Arya , Sandeep Hans , Abhishek Singh , Pranay Lohia , Sameep Mehta

The rapid advancement of artificial intelligence has made the generation of synthetic images widely accessible, increasing concerns related to misinformation, digital forgery, and content authenticity on large-scale online platforms. This…

Cryptography and Security · Computer Science 2026-02-03 Apoorv Mohit , Bhavya Aggarwal , Chinmay Gondhalekar

Blockchain and artificial intelligence (AI) are increasingly proposed together for securing intelligent networks, but the literature remains fragmented across ledger design, AI-driven detection, cyber-physical applications, and emerging…

Cryptography and Security · Computer Science 2026-04-10 Joy Dutta , Hossien B. Eldeeb , Tu Dac Ho

As artificial intelligence (AI) systems become increasingly integral to critical infrastructure and global operations, the need for a unified, trustworthy governance framework is more urgent that ever. This paper proposes a novel approach…

Artificial Intelligence · Computer Science 2025-01-17 Vikram Kulothungan

The paper suggests a new approach based on blockchain technologies and smart contracts to creation of a distributed system for managing provenance metadata, as well as access rights to data in distributed storages, which is fault-tolerant,…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-12-03 Andrey Demichev , Alexander Kryukov , Nikolai Prikhodko

Large-scale Machine Learning (ML) based Software Systems are increasingly developed by distributed teams situated in different trust domains. Insider threats can launch attacks from any domain to compromise ML assets (models and datasets).…

Software Engineering · Computer Science 2022-06-22 Nguyen Khoi Tran , Bushra Sabir , M. Ali Babar , Nini Cui , Mehran Abolhasan , Justin Lipman

As more and more applications and services depend on data collected and provided by Internet of Things (IoT) devices, it is of importance that such data can be trusted. Data provenance solutions together with blockchain technology are one…

Cryptography and Security · Computer Science 2019-08-07 Marten Sigwart , Michael Borkowski , Marco Peise , Stefan Schulte , Stefan Tai

Federated learning is an emerging privacy-preserving AI technique where clients (i.e., organisations or devices) train models locally and formulate a global model based on the local model updates without transferring local data externally.…

Machine Learning · Computer Science 2021-11-01 Sin Kit Lo , Yue Liu , Qinghua Lu , Chen Wang , Xiwei Xu , Hye-Young Paik , Liming Zhu

As Machine Learning (ML) models are becoming increasingly complex, one of the central challenges is their deployment at scale, such that companies and organizations can create value through Artificial Intelligence (AI). An emerging paradigm…

Machine Learning · Computer Science 2021-12-07 Lam Duc Nguyen , Shashi Raj Pandey , Soret Beatriz , Arne Broering , Petar Popovski

The recent approval of the General Data Protection Regulation (GDPR) imposes new data protection requirements on data controllers and processors with respect to the processing of European Union (EU) residents' data. These requirements…

Cryptography and Security · Computer Science 2017-06-15 Ricardo Neisse , Gary Steri , Igor Nai-Fovino

Background. Expert observers and artificial intelligence (AI) progression metrics indicate AI will exceed human intelligence within a few decades. Whether general AI that exceeds human capabilities (AGI) will be the single greatest boon in…

Computers and Society · Computer Science 2024-08-20 Kristen W. Carlson

The knowledge, embodied in machine learning models for intelligent systems, is commonly associated with time-consuming and costly processes such as large-scale data collection, data labelling, network training, and fine-tuning of models.…

Artificial Intelligence · Computer Science 2022-04-12 Amin Anjomshoaa , Edward Curry

Smart contracts show a high potential for ensuring that Supply Chain Management strategies make a qualitative leap toward higher levels of optimality, not only in terms of efficiency and profitability but also in the aggregation of skills…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-05-16 Paolo Bottoni , Claudio Di Ciccio , Remo Pareschi , Nicola Gessa , Gilda Massa

New capabilities in foundation models are owed in large part to massive, widely-sourced, and under-documented training data collections. Existing practices in data collection have led to challenges in tracing authenticity, verifying…

Artificial Intelligence · Computer Science 2024-09-04 Shayne Longpre , Robert Mahari , Naana Obeng-Marnu , William Brannon , Tobin South , Katy Gero , Sandy Pentland , Jad Kabbara

In the Internet of Things (IoT) domain, devices need a platform to transact seamlessly without a trusted intermediary. Although Distributed Ledger Technologies (DLTs) could provide such a platform, blockchains, such as Bitcoin, were not…

Networking and Internet Architecture · Computer Science 2021-07-15 Andrew Cullen , Pietro Ferraro , William Sanders , Luigi Vigneri , Robert Shorten

With the number of connected smart devices expected to constantly grow in the next years, Internet of Things (IoT) solutions are experimenting a booming demand to make data collection and processing easier. The ability of IoT appliances to…

Cryptography and Security · Computer Science 2024-02-12 Marco Arazzi , Serena Nicolazzo , Antonino Nocera

Ensuring the trustworthiness and long-term verifiability of scientific data is a foundational challenge in the era of data-intensive, collaborative research. Provenance metadata plays a key role in this context, capturing the origin,…

Networking and Internet Architecture · Computer Science 2025-06-02 Nicola Giuseppe Marchioro , Yannis Velegrakis , Valentine Anantharaj , Ian Foster , Sandro Luigi Fiore

Alternative Assets tokenization is transforming non-traditional financial instruments are represented and traded on the web. However, ensuring trustworthiness in web-based tokenized ecosystems poses significant challenges, from verifying…

Cryptography and Security · Computer Science 2025-07-02 Ailiya Borjigin , Wei Zhou , Cong He
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