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The blockchain oracle problem, which refers to the challenge of injecting reliable external data into decentralized systems, remains a fundamental limitation to the development of trustless applications. While recent years have seen a…

Cryptography and Security · Computer Science 2025-12-04 Giulio Caldarelli

We present the new mining protocol Proof-of-Reputation (PoR) for decentralized Proof-of-Work (PoW) blockchains, in particular for Bitcoin. PoR combines the classical PoW with the new ingredient of cryptographic reputation. The same level of…

Cryptography and Security · Computer Science 2023-02-15 Cyril Grunspan , Ricardo Perez-Marco

Due to popularization of internet and e-commerce, more and more people getting involved in online shopping market. A large number of companies have been transferred to the internet where online customers have been increased due to easy…

Cryptography and Security · Computer Science 2024-06-25 Siddiqui Muhammad Yasir , Alam Gir , Jenny Lundberg

We consider the design of private prediction markets, financial markets designed to elicit predictions about uncertain events without revealing too much information about market participants' actions or beliefs. Our goal is to design market…

Computer Science and Game Theory · Computer Science 2016-02-25 Rachel Cummings , David M. Pennock , Jennifer Wortman Vaughan

This study was motivated by the problem of identifying fake documents on the Internet. To explore possible solutions to this problem we introduce a model of a network community in which members submit documents with verifiable content.…

Classical Analysis and ODEs · Mathematics 2018-12-20 Andrei Olifer

Blockchain integration in industries like online advertising is hindered by its connectivity limitations to off-chain data. These industries heavily rely on precise counting systems for collecting and analyzing off-chain data. This requires…

Cryptography and Security · Computer Science 2024-10-22 Behkish Nassirzadeh , Stefanos Leonardos , Albert Heinle , Anwar Hasan , Vijay Ganesh

Machine Learning competitions such as the Netflix Prize have proven reasonably successful as a method of "crowdsourcing" prediction tasks. But these competitions have a number of weaknesses, particularly in the incentive structure they…

Machine Learning · Computer Science 2011-11-14 Jacob Abernethy , Rafael M. Frongillo

Robust Trust Reputation Systems (TRS) provide a most trustful reputation score for a specific product or service so as to support relying parties taking the right decision while interacting with an e-commerce application. Thus, TRS must…

Cryptography and Security · Computer Science 2014-05-14 Hasnae Rahimi , Hanan EL Bakkali

Intelligent Agents act in open and thus risky environments, hence making the appropriate decision about who to trust in order to interact with, could be a challenging process. As intelligent agents are gradually enriched with Semantic Web…

Multiagent Systems · Computer Science 2014-10-14 Kalliopi Kravari , Nick Bassiliades

Open and anonymous nature of peer to peer networks provides an opportunity to malicious peers to behave unpredictably in the network. This leads the lack of trust among the peers. To control the behavior of peers in the network, reputation…

Networking and Internet Architecture · Computer Science 2016-03-03 Sateesh Kumar Awasthi , Yatindra Nath Singh

P2P clusters like the Grid and PlanetLab enable in principle the same statistical multiplexing efficiency gains for computing as the Internet provides for networking. The key unsolved problem is resource allocation. Existing solutions are…

Distributed, Parallel, and Cluster Computing · Computer Science 2007-05-23 Kevin Lai , Bernardo A. Huberman , Leslie Fine

Token curated registries (TCRs) have been proposed recently as an approach to create and maintain high quality lists of resources or recommendations in a decentralized manner. Applications range from maintaining registries of web domains…

Computer Science and Game Theory · Computer Science 2018-09-07 Aditya Asgaonkar , Bhaskar Krishnamachari

The problem of reliable democratic governance is important for survival of any community, and it will be more critical over time communities with levels of social connectivity in society rapidly increasing with speeds and scales of…

Social and Information Networks · Computer Science 2025-04-01 Anton Kolonin

In decentralized systems, nodes often need to coordinate to access shared resources in a fair manner. One approach to perform such arbitration is to rely on auction mechanisms. Although there is an extensive literature that studies…

Computer Science and Game Theory · Computer Science 2020-01-20 Amin M. Khan , Xavier Vilaça , Luís Rodrigues , Felix Freitag

Prediction markets are markets for trading claims on future events, such as presidential elections, and their prices provide continuously updated signals of collective beliefs. In decentralized platforms such as Polymarket, the market…

Machine Learning · Computer Science 2026-04-23 Huaiyu Jia , Luofeng Zhou , Wentao Zhang , Lin William Cong , Siguang Li , Shuo Sun

Retrieval-Augmented Generation (RAG) has emerged as a widely adopted approach for enhancing LLMs in scenarios that demand extensive factual knowledge. However, current RAG evaluations concentrate primarily on correctness, which may not…

Computation and Language · Computer Science 2026-03-23 Vinh Nguyen , Cuong Dang , Jiahao Zhang , Hoa Tran , Minh Tran , Trinh Chau , Thai Le , Lu Cheng , Suhang Wang

In machine learning contests such as the ImageNet Large Scale Visual Recognition Challenge and the KDD Cup, contestants can submit candidate solutions and receive from an oracle (typically the organizers of the competition) the accuracy of…

Machine Learning · Computer Science 2015-11-16 Jacob Whitehill

Crowdsourcing systems aggregate decisions of many people to help users quickly identify high-quality options, such as the best answers to questions or interesting news stories. A long-standing issue in crowdsourcing is how option quality…

Social and Information Networks · Computer Science 2020-10-28 Keith Burghardt , Tad Hogg , Raissa M. D'Souza , Kristina Lerman , Marton Posfai

We study expert advice under reputational incentives, with sell-side equity research as the lead application. A long-lived analyst receives a continuous private signal about a binary payoff and recommends a risky (Buy) or safe action.…

Theoretical Economics · Economics 2025-09-05 Georgy Lukyanov , Anna Vlasova , Maria Ziskelevich

This work proposes a competitive scheduling approach, designed to scale to large heterogeneous multicore systems. This scheduler overcomes the challenges of (1) the high computation overhead of near-optimal schedulers, and (2) the error…

Hardware Architecture · Computer Science 2021-09-03 Andreas Prodromou , Ashish Venkat , Dean M. Tullsen
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