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Dynamic link prediction (DLP) makes graph prediction based on historical information. Since most DLP methods are highly dependent on the training data to achieve satisfying prediction performance, the quality of the training data is…

Artificial Intelligence · Computer Science 2021-10-11 Jinyin Chen , Haiyang Xiong , Haibin Zheng , Jian Zhang , Guodong Jiang , Yi Liu

We introduce a model for decentralized networks with collaborating peers. The model is based on the stable matching theory which is applied to systems with a global ranking utility function. We consider the dynamics of peers searching for…

Networking and Internet Architecture · Computer Science 2007-05-23 Anh-Tuan Gai , Fabien Mathieu , Julien Reynier , Fabien De Montgolfier

We introduce a novel model architecture that incorporates network effects into discrete choice problems, achieving higher predictive performance than standard discrete choice models while offering greater interpretability than…

Machine Learning · Computer Science 2025-05-26 Daniel F. Villarraga , Ricardo A. Daziano

Bitcoin mining is a wasteful and resource-intensive process. To add a block of transactions to the blockchain, miners spend a considerable amount of energy. The Bitcoin protocol, named 'proof of work' (PoW), resembles a lottery and the…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-01-28 Andrei Lihu , Jincheng Du , Igor Barjaktarevic , Patrick Gerzanics , Mark Harvilla

Private blockchain as a replicated transactional system shares many commonalities with distributed database. However, the intimacy between private blockchain and deterministic database has never been studied. In essence, private blockchain…

Databases · Computer Science 2022-11-29 Ziliang Lai , Chris Liu , Eric Lo

Storage systems using Peer-to-Peer (P2P) architecture are an alternative to the traditional client-server systems. They offer better scalability and fault tolerance while at the same time eliminate the single point of failure. The nature of…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-19 Fitrio Pakana , Nasrin Sohrabi , Chenhao Xu , Zahir Tari , Hai Dong

Transaction fee plays an important role in determining the priority of transaction processing in public blockchain systems. Owing to the observability of unconfirmed transactions, a strategic user can postpone his transaction broadcasting…

Computer Science and Game Theory · Computer Science 2025-12-29 Qianlan Bai , Yuedong Xu , Zhijian Zhou , Xin Wang

Peer-to-peer (P2P) energy trading and energy communities have garnered much attention over in recent years due to increasing investments in local energy generation and storage assets. However, the efficiency to be gained from P2P trading,…

Systems and Control · Electrical Eng. & Systems 2023-11-21 Ying Zhang , Valentin Robu , Sho Cremers , Sonam Norbu , Benoit Couraud , Merlinda Andoni , David Flynn , H. Vincent Poor

Bitcoin recently introduced a new protocol for the encryption of peer-to-peer (P2P) communication. The protocol, known as V2 P2P transport, represents a big step towards securing the overlay network against various previously-known attack…

Cryptography and Security · Computer Science 2026-05-20 Charmaine Ndolo , Florian Tschorsch

Researchers often treat data-driven and theory-driven models as two disparate or even conflicting methods in travel behavior analysis. However, the two methods are highly complementary because data-driven methods are more predictive but…

Machine Learning · Computer Science 2020-10-23 Shenhao Wang , Baichuan Mo , Jinhua Zhao

Mining pools, the main components of the Bitcoin network, dominate the computing resources and play essential roles in network security and performance aspects. Although many existing measurements of the Bitcoin network are available,…

Cryptography and Security · Computer Science 2019-02-22 Canhui Wang , Xiaowen Chu , Qin Yang

Most of today's distributed machine learning systems assume {\em reliable networks}: whenever two machines exchange information (e.g., gradients or models), the network should guarantee the delivery of the message. At the same time, recent…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-05-17 Chen Yu , Hanlin Tang , Cedric Renggli , Simon Kassing , Ankit Singla , Dan Alistarh , Ce Zhang , Ji Liu

Modern methods for learning over graph input data have shown the fruitfulness of accounting for relationships among elements in a collection. However, most methods that learn over set input data use only rudimentary approaches to exploit…

Machine Learning · Computer Science 2019-09-24 Yifeng Shi , Junier Oliva , Marc Niethammer

Correlation in user connectivity patterns is generally considered a problem for system designers, since it results in peaks of demand and also in the scarcity of resources for peer-to-peer applications. The other side of the coin is that…

Networking and Internet Architecture · Computer Science 2015-03-17 Matteo Dell'Amico , Pietro Michiardi , Yves Roudier

In recent years, there are some major changes in the way content is being distributed over the network. The content distribution techniques have recently started to embrace peer-to-peer (P2P) systems as an alternative to the traditional…

Networking and Internet Architecture · Computer Science 2012-08-10 Poo Kuan Hoong , Ian K. T. Tan , Chee Yik Keong

Blockchain has received a widespread attention because of its decentralized, tamper-proof, and transparent nature. Blockchain works over the principle of distributed, secured, and shared ledger, which is used to record, and track data…

Cryptography and Security · Computer Science 2020-04-21 Muneeb Ul Hassan , Mubashir Husain Rehmani , Jinjun Chen

With high scalability, high video streaming quality, and low bandwidth requirement, peer-to-peer (P2P) systems have become a popular way to exchange files and deliver multimedia content over the internet. However, current P2P systems are…

Networking and Internet Architecture · Computer Science 2014-08-05 Xin Kang , Yongdong Wu

Forecasting cryptocurrencies as a financial issue is crucial as it provides investors with possible financial benefits. A small improvement in forecasting performance can lead to increased profitability; therefore, obtaining a realistic…

Computational Finance · Quantitative Finance 2024-05-01 Hulusi Mehmet Tanrikulu , Hakan Pabuccu

While sharing files in a peer-to-peer (P2P) system significantly increases both the speed of retrieving the contents and the robustness of the system, tracing the access of files is not straightforward, even in the case of private P2P…

Cryptography and Security · Computer Science 2019-12-18 Uwe Roth

Clients of permissionless blockchain systems, like Bitcoin, rely on an underlying peer-to-peer network to send and receive transactions. It is critical that a client is connected to at least one honest peer, as otherwise the client can be…

Cryptography and Security · Computer Science 2020-07-07 Bithin Alangot , Daniel Reijsbergen , Sarad Venugopalan , Pawel Szalachowski
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