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We introduce a micro-velocity framework for analysing the on-chain circulation of Lidos liquid-staking tokens, stETH, and its wrapped ERC-20 form, wstETH. By reconstructing full transfer and share-based accounting histories, we compute…

Emerging Technologies · Computer Science 2025-08-22 Benjamin Kraner , Luca Pennella , Nicolò Vallarano , Claudio J. Tessone

While being decentralized, secure, and reliable, Bitcoin and many other blockchain-based cryptocurrencies suffer from scalability issues. One of the promising proposals to address this problem is off-chain payment channels. Since, not all…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-04 Soheil Zibakhsh Shabgahi , Seyed Mahdi Hosseini , Seyed Pooya Shariatpanahi , Behnam Bahrak

On the basis of structural and flow models of multilayer network system (MLNS), the main structural and functional importance indicators of separate layers in the process of intersystem interactions are calculated. With the help of…

Physics and Society · Physics 2025-03-28 Olexandr Polishchuk , Dmytro Polishchuk

High-stakes decision domains are increasingly exploring the potential of Large Language Models (LLMs) for complex decision-making tasks. However, LLM deployment in real-world settings presents challenges in data security, evaluation of its…

Computers and Society · Computer Science 2025-12-05 Swati Sachan , Theo Miller , Mai Phuong Nguyen

Text-based financial networks are increasingly used to study cross-stock return predictability. A common approach constructs links from similarities in firms' disclosure embeddings, but such networks often contain spurious edges because…

Portfolio Management · Quantitative Finance 2026-04-28 Yikuan Huang , Zheqi Fan , Kaiqi Hu , Yifan Ye

We present a multilayer network model for credit risk assessment. Our model accounts for multiple connections between borrowers (such as their geographic location and their economic activity) and allows for explicitly modelling the…

Social and Information Networks · Computer Science 2021-07-27 María Óskarsdóttir , Cristián Bravo

Large language models (LLMs) have emerged as powerful tools in the field of finance, particularly for risk management across different asset classes. In this work, we introduce a Cross-Asset Risk Management framework that utilizes LLMs to…

Computation and Language · Computer Science 2025-04-08 Jie Yang , Yiqiu Tang , Yongjie Li , Lihua Zhang , Haoran Zhang

Coded blockchains have acquired prominence as a promising solution to reduce storage costs and facilitate scalability. Within this class, Luby Transform (LT) coded blockchains are an appealing choice for scalability owing to the…

Information Theory · Computer Science 2025-10-23 Harikrishnan K. , J. Harshan , Anwitaman Datta

Scam contracts on Ethereum have rapidly evolved alongside the rise of DeFi and NFT ecosystems, utilizing increasingly complex code obfuscation techniques to avoid early detection. This paper systematically investigates how obfuscation…

Cryptography and Security · Computer Science 2026-01-27 Zhang Sheng , Tan Kia Quang , Shen Wang , Shengchen Duan , Kai Li , Yue Duan

Recently emerging Decentralized Finance (DeFi) takes the promise of cryptocurrencies a step further, leveraging their decentralized networks to transform traditional financial products into trustless and transparent protocols that run…

Cryptography and Security · Computer Science 2021-06-28 Bowen Liu , Pawel Szalachowski , Jianying Zhou

Decentralization is widely recognized as a crucial characteristic of blockchains that enables them to resist malicious attacks such as the 51% attack and the takeover attack. Prior research has primarily examined decentralization in…

Cryptography and Security · Computer Science 2023-06-12 Chao Li , Balaji Palanisamy , Runhua Xu , Li Duan

This paper analyzes realized return behavior across a broad set of crypto assets by estimating heterogeneous exposures to idiosyncratic and systematic risk. A key challenge arises from the latent nature of broader economy-wide risk sources:…

Econometrics · Economics 2025-06-27 Nektarios Aslanidis , Aurelio Bariviera , George Kapetanios , Vasilis Sarafidis

Reentrancy is a well-known source of smart contract bugs on Ethereum, leading e.g. to double-spending vulnerabilities in DeFi applications. But less is known about this problem in other blockchains, which can have significantly different…

Cryptography and Security · Computer Science 2025-06-09 Roman Kashitsyn , Robin Künzler , Ognjen Marić , Lara Schmid

With the increasing adoption of private blockchain platforms, consortia operating in various sectors such as trade, finance, logistics, etc., are becoming common. Despite having the benefits of a completely decentralized architecture which…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-15 Bishakh Chandra Ghosh , Tanay Bhartia , Sourav Kanti Addya , Sandip Chakraborty

DeFi investment agents, systems that use AI for autonomous on-chain trading, have attained over USD 3 billion in combined token valuations since late 2024. We survey over 1,900 AI-tagged crypto projects, filter to investment-focused agents,…

Artificial Intelligence · Computer Science 2026-05-29 Jay Yu , Amy Zhao , Danning Sui

The power of networks manifests itself in a highly non-linear amplification of a number of effects, and their weakness - in propagation of cascading failures. The potential systemic risk effects can be either exacerbated or mitigated,…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-03-26 Dmitry Zinoviev , Hamid Benbrahim , Greta Meszoely , Dan Stefanescu

We document the first systematic evidence of negative spillover effects in crypto asset returns across blockchains. Using on-chain data from Ethereum, Solana, Binance Smart Chain, Arbitrum, and Avalanche (2022-2025), we show that surges on…

Pricing of Securities · Quantitative Finance 2026-03-02 Mengzhong Ma , Te Bao , Yonggang Wen

Achieving the equilibrium between scalability, sustainability, and security while keeping decentralization has prevailed as the target solution for decentralized blockchain applications over the last years. Several approaches have been…

Cryptography and Security · Computer Science 2022-09-23 Mikel Cortes-Goicoechea , Leonardo Bautista-Gomez

In this paper, we analyze various Decentralized Finance (DeFi) protocols in terms of their token distributions. We propose an iterative mapping process that allows us to split aggregate token holdings from custodial and escrow contracts and…

General Economics · Economics 2020-12-18 Matthias Nadler , Fabian Schär

Decentralized Finance (DeFi), propelled by Blockchain technology, has revolutionized traditional financial systems, improving transparency, reducing costs, and fostering financial inclusion. However, transaction activities in these systems…

Cryptography and Security · Computer Science 2023-12-22 Hou-Wan Long , Xiongfei Zhao , Yain-Whar Si