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Related papers: DeFi's Concentrated Liquidity From Scratch

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PinFi is a class of novel protocols for decentralized pricing of dissipative assets, whose value naturally declines over time. Central to the protocol's functionality and its market efficiency is the role of liquidity providers (LPs). This…

Computer Science and Game Theory · Computer Science 2025-11-18 Qi He , Yunwei Mao , Ju Li

The decentralized finance (DeFi) community has grown rapidly in recent years, pushed forward by cryptocurrency enthusiasts interested in the vast untapped potential of new markets. The surge in popularity of cryptocurrency has ushered in a…

Computational Engineering, Finance, and Science · Computer Science 2025-12-12 Adriana Watson , Grant Richards , Daniel Schiff

Modern mobile devices have access to a wealth of data suitable for learning models, which in turn can greatly improve the user experience on the device. For example, language models can improve speech recognition and text entry, and image…

Machine Learning · Computer Science 2023-01-30 H. Brendan McMahan , Eider Moore , Daniel Ramage , Seth Hampson , Blaise Agüera y Arcas

We explore the adoption of graph representation learning (GRL) algorithms to investigate similarities across services offered by Decentralized Finance (DeFi) protocols. Following existing literature, we use Ethereum transaction data to…

Statistical Finance · Quantitative Finance 2024-04-25 Junliang Luo , Stefan Kitzler , Pietro Saggese

This white paper presents the current status of the R&D for Analysis Facilities (AFs) and attempts to summarize the views on the future direction of these facilities. These views have been collected through the High Energy Physics (HEP)…

This paper introduces Lyquor, a decentralized platform that reimagines blockchain infrastructure through a service-centric model where nodes selectively host smart contracts (called Lyquids) while preserving global composability. We present…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Hao Hao , Dahlia Malkhi , Maofan Yin , Lizan Zhou

Infrastructure is critical for enabling society to function and the economy to thrive, but there is an increasing mismatch between the need for infrastructure investments and available capital, which is in consequence of constraints on…

Computers and Society · Computer Science 2022-08-10 Yifeng Tian , Chaofeng Wang , Ashish Asutosh , Junghoon Woo , Peter Adriaens

Data privacy and sharing has always been a critical issue when trying to build complex deep learning-based systems to model data. Facilitation of a decentralized approach that could take benefit from data across multiple nodes while not…

Machine Learning · Computer Science 2020-11-24 Pratik Ratadiya , Khushi Asawa , Omkar Nikhal

The blockchain technology promises to transform finance, money and even governments. However, analyses of blockchain applicability and robustness typically focus on isolated systems whose actors contribute mainly by running the consensus…

Physics and Society · Physics 2019-04-09 Manlio De Domenico , Andrea Baronchelli

Decentralized bridge applications are important software that connects various blockchains and facilitates cross-chain asset transfer in the decentralized finance (DeFi) ecosystem which currently operates in a multi-chain environment.…

Software Engineering · Computer Science 2024-12-20 Dan Lin , Jiajing Wu , Yuxin Su , Ziye Zheng , Yuhong Nan , Qinnan Zhang , Bowen Song , Zibin Zheng

Decentralized finance introduces new business models and use cases as part of digital finance. Restaking has recently emerged as a transformative mechanism in DeFi, promising extra yields but introducing complex and interconnected risks.…

General Finance · Quantitative Finance 2026-04-17 Hasret Ozan Sevim , Christof Ferreira Torres

In this paper, we present a study of a Federated Learning (FL) system, based on the use of decentralized architectures to ensure trust and increase reliability. The system is based on the idea that the FL collaborators upload the (ciphered)…

Artificial Intelligence · Computer Science 2024-07-10 Lorenzo Cassano , Jacopo D'Abramo , Siraj Munir , Stefano Ferretti

Stablecoins have become a foundational component of the digital asset ecosystem, with their market capitalization exceeding 230 billion USD as of May 2025. As fiat-referenced and programmable assets, stablecoins provide low-latency,…

General Economics · Economics 2025-08-07 Luyao Zhang

A detailed exploration of blockchain technology and its applications across various fields is provided, beginning with an introduction to cryptography fundamentals, including symmetric and asymmetric encryption, and their roles in ensuring…

Flow models have recently made great progress at modeling ordinal discrete data such as images and audio. Due to the continuous nature of flow models, dequantization is typically applied when using them for such discrete data, resulting in…

Machine Learning · Computer Science 2020-11-02 Didrik Nielsen , Ole Winther

Yield aggregators are financial services in Decentralised Finance (DeFi) providing automated investment management and return optimisation for users. In this study, we investigate the operational mechanisms and monetary flows of two major…

Computational Engineering, Finance, and Science · Computer Science 2026-05-25 Stefan Kitzler , Kasra Zarinehbaf Asadi , Svetlana Kremer , Bernhard Haslhofer

The rise of Decentralized Finance ("DeFi") on the Ethereum blockchain has enabled the creation of lending platforms, which serve as marketplaces to lend and borrow digital currencies. We first categorize the activity of lending platforms…

Trading and Market Microstructure · Quantitative Finance 2022-06-08 Michael Darlin , Georgios Palaiokrassas , Leandros Tassiulas

The financial sector's adoption of technology-driven data analysis has enhanced operational efficiency and revenue generation by leveraging personal sensitive data. However, the inherent characteristics of blockchain hinder decentralized…

Cryptography and Security · Computer Science 2023-11-13 Zhuangtong Huang , Jiawei Zhu , Zhongyu Huang , Yixin Xu , Jerome Yen , Ye Wang

Foundation models are at the forefront of AI research, appealing for their ability to learn from vast datasets and cater to diverse tasks. Yet, their significant computational demands raise issues of environmental impact and the risk of…

Machine Learning · Computer Science 2025-07-03 Leyang Xue , Meghana Madhyastha , Randal Burns , Myungjin Lee , Mahesh K. Marina

As the XDC network celebrates five years of stable mainnet operation and prepares for the highly anticipated launch of XDC 2.0, this research proposes a comprehensive improvement plan for the network's staking and tokenomics mechanisms. Our…

Cryptography and Security · Computer Science 2024-09-12 Van Khanh Nguyen