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A generalized distributed tool for mobility choice modelling is presented, where participants do not share personal raw data, while all computations are done locally. Participants use Blockchain based Smart Mobility Data-market (BSMD),…

密码学与安全 · 计算机科学 2019-08-13 David Lopez , Bilal Farooq

Federated Learning (FL) enables collaborative model training while preserving data privacy; however, balancing privacy preservation (PP) and fairness poses significant challenges. In this paper, we present the first unified large-scale…

机器学习 · 计算机科学 2025-08-12 Dawood Wasif , Dian Chen , Sindhuja Madabushi , Nithin Alluru , Terrence J. Moore , Jin-Hee Cho

We present a method for constructing Constant Function Market Makers (CFMMs) whose portfolio value functions match a desired payoff. More specifically, we show that the space of concave, nonnegative, nondecreasing, 1-homogeneous payoff…

数理金融 · 定量金融 2021-03-30 Guillermo Angeris , Alex Evans , Tarun Chitra

Federated learning (FL) as distributed machine learning has gained popularity as privacy-aware Machine Learning (ML) systems have emerged as a technique that prevents privacy leakage by building a global model and by conducting…

密码学与安全 · 计算机科学 2023-07-17 Taki Hasan Rafi , Faiza Anan Noor , Tahmid Hussain , Dong-Kyu Chae

Decentralized Finance (DeFi) enables many novel applications that were impossible in traditional finances. However, it also introduces new types of vulnerabilities. An example of such vulnerabilities is a composability bug between token…

密码学与安全 · 计算机科学 2025-04-11 Sujin Han , Jinseo Kim , Sung-Ju Lee , Insu Yun

The need for data trading promotes the emergence of data market. However, in conventional data markets, both data buyers and data sellers have to use a centralized trading platform which might be dishonest. A dishonest centralized trading…

密码学与安全 · 计算机科学 2020-07-15 Guoxiong Su , Wenyuan Yang , Zhengding Luo , Yinghong Zhang , Zhiqiang Bai , Yuesheng Zhu

The deployment of smart-card-based public transit fare payment systems provides government the opportunity to create a valuable derivative data product. Companies such as Urban Engines have demonstrated an ability to add value to the data…

计算机与社会 · 计算机科学 2016-09-29 David Ory , Stephen Granger-Bevan

The programmable and composable nature of smart contract protocols has enabled the emergence of novel market structures and asset classes that are architecturally frictional to implement in traditional financial paradigms. This fluidity has…

交易与市场微观结构 · 定量金融 2025-10-08 Althea Sterrett , Austin Adams

Monero is a popular crypto-currency which focuses on privacy. The blockchain uses cryptographic techniques to obscure transaction values as well as a `ring confidential transaction' which seeks to hide a real transaction among a variable…

密码学与安全 · 计算机科学 2020-01-14 Nathan Borggren , Hyoung-yoon Kim , Lihan Yao , Gary Koplik

Automated Market Makers (AMMs) are a cornerstone of decentralized finance. They are smart contracts (stateful programs) running on blockchains. They enable virtual token exchange: traders swap tokens with the AMM for a fee, while liquidity…

分布式、并行与集群计算 · 计算机科学 2025-09-03 Hongyin Chen , Amit Vaisman , Ittay Eyal

Automated Market Makers (AMMs) are used to provide liquidity for combinatorial prediction markets that would otherwise be too thinly traded. They offer both buy and sell prices for any of the doubly exponential many possible securities that…

计算机科学与博弈论 · 计算机科学 2025-10-16 Maneesha Papireddygari , Xintong Wang , Bo Waggoner , David M. Pennock

This paper introduces and analyzes \emph{defensive rebalancing}, a novel mechanism for protecting constant-function market makers (CFMMs) from value leakage due to arbitrage. A \emph{rebalancing} transfers assets directly from one CFMM's…

计算机科学与博弈论 · 计算机科学 2026-01-29 Sam Devorsetz , Maurice Herlihy

In this paper, we propose a decentralized, privacy-friendly energy trading platform (PFET) based on game theoretical approach - specifically Stackelberg competition. Unlike existing trading schemes, PFET provides a competitive market in…

计算机科学与博弈论 · 计算机科学 2022-05-31 Kamil Erdayandi , Amrit Paudel , Lucas Cordeiro , Mustafa A. Mustafa

Cloud computing has been a dominant paradigm for a variety of information processing platforms, particularly for enabling various popular applications of sharing economy. However, there is a major concern regarding data privacy on these…

密码学与安全 · 计算机科学 2022-09-07 Lingjuan Lyu , Sid Chi-Kin Chau , Nan Wang , Yifeng Zheng

Currently cryptocurrencies and Decentralized Finance (DeFi), which enable financial services on public blockchains, represents a new growing trend in finance. In contrast to financial markets, ruled by traditional corporations, DeFi is…

社会与信息网络 · 计算机科学 2024-01-04 Mar Grande , Florentino Borondo , Javier Borondo

Privacy preservation is a big concern for various sectors. To protect individual user data, one emerging technology is differential privacy. However, it still has limitations for datasets with frequent queries, such as the fast accumulation…

密码学与安全 · 计算机科学 2020-06-09 Leong Mei Han , Yang Zhao , Jun Zhao

One of major considerations in an online business is customer privacy. Consumers are not interested in being monitored and identified by sellers. Some solutions are proposed to hide selection of the customer but in the payment phase, there…

密码学与安全 · 计算机科学 2014-09-01 Mahdi Soodkhah Mohammadi , Abbas Ghaemi Bafghi

Blockchain technology has the characteristics of decentralization, traceability and tamper-proof, which creates a reliable decentralized trust mechanism, further accelerating the development of blockchain finance. However, the anonymization…

社会与信息网络 · 计算机科学 2022-11-01 Jiajun Zhou , Chenkai Hu , Jianlei Chi , Jiajing Wu , Meng Shen , Qi Xuan

We study methods to enhance statistical privacy in blockchain transactions. We analyze economic mechanisms for privacy-aware transaction owners whose utility depends not only on the outcome of the mechanism but also negatively on the…

计算机科学与博弈论 · 计算机科学 2026-05-19 Georgios Chionas , Olga Gorelkina , Piotr Krysta , Rida Laraki

Automated market makers (AMMs) have emerged as the dominant market mechanism for trading on decentralized exchanges implemented on blockchains. This paper presents a single mechanism that targets two important unsolved problems for AMMs:…

交易与市场微观结构 · 定量金融 2025-02-13 Austin Adams , Ciamac C. Moallemi , Sara Reynolds , Dan Robinson