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Directed acyclic graphs (DAGs) are used for modeling causal relationships, dependencies, and flows in various systems. However, spectral analysis becomes impractical in this setting because the eigendecomposition of the adjacency matrix…

信息论 · 计算机科学 2024-10-22 Ljubisa Stankovic , Milos Dakovic , Ali Bagheri Bardi , Milos Brajovic , Isidora Stankovic

The global Electronic Health Record (EHR) market is growing dramatically and expected to reach $39.7 billions by 2022. To safe-guard security and privacy of EHR, access control is an essential mechanism for managing EHR data. This paper…

密码学与安全 · 计算机科学 2019-06-05 Hao Guo , Wanxin Li , Mark Nejad , Chien-Chung Shen

The increased use of Internet of Things (IoT) devices -- from basic sensors to robust embedded computers -- has boosted the demand for information processing and storing solutions closer to these devices. Edge computing has been established…

分布式、并行与集群计算 · 计算机科学 2022-11-15 Daniel Montero Hernández , Jorge Peña Queralta , Tomi Westerlund

Federated learning allows a group of distributed clients to train a common machine learning model on private data. The exchange of model updates is managed either by a central entity or in a decentralized way, e.g. by a blockchain. However,…

分布式、并行与集群计算 · 计算机科学 2021-11-04 Jossekin Beilharz , Bjarne Pfitzner , Robert Schmid , Paul Geppert , Bert Arnrich , Andreas Polze

Sharding distributed ledgers is a promising on-chain solution for scaling blockchains but lacks formal grounds, nurturing skepticism on whether such complex systems can scale blockchains securely. We fill this gap by introducing the first…

分布式、并行与集群计算 · 计算机科学 2023-05-23 Georgia Avarikioti , Antoine Desjardins , Eleftherios Kokoris-Kogias , Roger Wattenhofer

Directed acyclic graph (DAG) tasks are currently adopted in the real-time domain to model complex applications from the automotive, avionics, and industrial domains that implement their functionalities through chains of intercommunicating…

机器学习 · 计算机科学 2024-01-12 Binqi Sun , Mirco Theile , Ziyuan Qin , Daniele Bernardini , Debayan Roy , Andrea Bastoni , Marco Caccamo

Many cryptocurrency platforms are vulnerable to Maximal Extractable Value (MEV) attacks, where a malicious consensus leader can inject transactions or change the order of user transactions to maximize its profit. A promising line of…

密码学与安全 · 计算机科学 2022-12-26 Dahlia Malkhi , Pawel Szalachowski

Fintech business models based on distributed ledgers -- and their smart-contract variants in particular -- offer the prospect of democratizing access to faster, anywhere-accessible, lower cost, reliable-and-secure high-quality financial…

计算机与社会 · 计算机科学 2017-03-01 Kim Kaivanto , Daniel Prince

We argue that recent developments in proof-of-work consensus mechanisms can be used in accordance with advancements in formal verification techniques to build a distributed payment protocol that addresses important economic drawbacks from…

密码学与安全 · 计算机科学 2020-05-14 Assimakis Kattis , Fabian Trottner

The increased use of micro-services to build web applications has spurred the rapid growth of Function-as-a-Service (FaaS) or serverless computing platforms. While FaaS simplifies provisioning and scaling for application developers, it…

分布式、并行与集群计算 · 计算机科学 2019-11-25 Arjun Singhvi , Kevin Houck , Arjun Balasubramanian , Mohammed Danish Shaikh , Shivaram Venkataraman , Aditya Akella

With the progressive commoditization of modeling capabilities, data-centric AI recognizes that what happens before and after training becomes crucial for real-world deployments. Following the intuition behind Model Cards, we propose DAG…

软件工程 · 计算机科学 2021-11-28 Jacopo Tagliabue , Ville Tuulos , Ciro Greco , Valay Dave

Edge computing is a promising solution to enable low-latency IoT applications, by shifting computation from remote data centers to local devices, less powerful but closer to the end user devices. However, this creates the challenge on how…

网络与互联网体系结构 · 计算机科学 2025-03-04 Claudio Cicconetti , Marco Conti , Andrea Passarella

Computer-Aided Diagnosis (CAD) systems have emerged to support clinicians in interpreting medical images. CAD systems are traditionally combined with artificial intelligence (AI), computer vision, and data augmentation to evaluate…

密码学与安全 · 计算机科学 2020-06-23 Mayra Samaniego , Sara Hosseinzadeh Kassani , Cristian Espana , Ralph Deters

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…

人工智能 · 计算机科学 2025-01-17 Vikram Kulothungan

Cost-aware Dynamic Workflow Scheduling (CADWS) is a key challenge in cloud computing, focusing on devising an effective scheduling policy to efficiently schedule dynamically arriving workflow tasks, represented as Directed Acyclic Graphs…

人工智能 · 计算机科学 2025-09-25 Ya Shen , Gang Chen , Hui Ma , Mengjie Zhang

The specification and enforcement of network-wide policies in a single administrative domain is common in today's networks and considered as already resolved. However, this is not the case for multi-administrative domains, e.g. among…

网络与互联网体系结构 · 计算机科学 2019-01-14 Jordi Paillisse , Jordi Subira , Albert Lopez , Alberto Rodriguez-Natal , Vina Ermagan , Fabio Maino , Albert Cabellos

Although historically the term serverless was also used in the context of peer-to-peer systems, it is more frequently associated with the architectural style for developing cloud-native applications. From the developer's perspective,…

密码学与安全 · 计算机科学 2020-11-26 Vladimir Yussupov , Ghareeb Falazi , Uwe Breitenbücher , Frank Leymann

Graph algorithms applied in many applications, including social networks, communication networks, VLSI design, graphics, and several others, require dynamic modifications -- addition and removal of vertices and/or edges -- in the graph.…

分布式、并行与集群计算 · 计算机科学 2019-01-16 Bapi Chatterjee , Sathya Peri , Muktikanta Sa , Nandini Singhal

Traditional financial institutions face inefficiencies that can be addressed by distributed ledger technology. However, a primary barrier to adoption is the privacy concerns surrounding publicly available transaction data. Existing private…

密码学与安全 · 计算机科学 2026-03-06 Yeoh Wei Zhu , Naresh Goud Boddu , Yao Ma , Shaltiel Eloul , Giulio Golinelli , Yash Satsangi , Rob Otter , Kaushik Chakraborty

We study a distributed learning problem in which learning agents are embedded in a directed acyclic graph (DAG). There is a fixed and arbitrary distribution over feature/label pairs, and each agent or vertex in the graph is able to directly…

机器学习 · 计算机科学 2025-10-13 Michael Kearns , Aaron Roth , Emily Ryu