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The rapid integration of Large Language Models (LLMs) into decentralized physical infrastructure networks (DePIN) is currently bottlenecked by the Verifiability Trilemma, which posits that a decentralized inference system cannot…

Cryptography and Security · Computer Science 2025-12-24 Aaron Chan , Alex Ding , Frank Chen , Alan Wu , Bruce Zhang , Arther Tian

Zero-knowledge proof (ZKP) provers remain costly because multi-scalar multiplication (MSM) and number-theoretic transforms (NTTs) dominate runtime as they need significant computation. AI ASICs such as TPUs provide massive matrix throughput…

Hardware Architecture · Computer Science 2026-04-21 Jianming Tong , Jingtian Dang , Simon Langowski , Tianhao Huang , Asra Ali , Jeremy Kun , Jevin Jiang , Srinivas Devadas , Tushar Krishna

Smart contracts are central to a myriad of critical blockchain applications, from financial transactions to supply chain management. However, their adoption is hindered by security vulnerabilities that can result in significant financial…

Cryptography and Security · Computer Science 2025-09-30 Dalila Ressi , Alvise Spanò , Lorenzo Benetollo , Carla Piazza , Michele Bugliesi , Sabina Rossi

Traditional centralized scholarship evaluation processes typically require students to submit detailed academic records and qualification information, which exposes them to risks of data leakage and misuse, making it difficult to…

Cryptography and Security · Computer Science 2025-10-30 Yi Chen , Bin Chen , Peichang Zhang , Da Che

Generative AI, exemplified by models like transformers, has opened up new possibilities in various domains but also raised concerns about fairness, transparency and reliability, especially in fields like medicine and law. This paper…

Machine Learning · Computer Science 2024-02-12 Bianca-Mihaela Ganescu , Jonathan Passerat-Palmbach

Ethereum Smart Contracts based on Blockchain Technology (BT) enables monetary transactions among peers on a blockchain network independent of a central authorizing agency. Ethereum Smart Contracts are programs that are deployed as…

Cryptography and Security · Computer Science 2022-03-03 Noama Fatima Samreen , Manar H. Alalfi

This research critically analyses blockchain scaling solutions based on their ability to realistically balance the properties of the blockchain trilemma. We have concluded this research by outlining a gap in the current body of literature…

Cryptography and Security · Computer Science 2022-02-02 Frazer Chard , Cayo Fletcher-Smith

The growing number of implementations of blockchain systems stands in stark contrast with still limited research on a systematic comparison of performance characteristics of these solutions. Such research is crucial for evaluating…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-25 Bulat Nasrulin , Martijn De Vos , Georgy Ishmaev , Johan Pouwelse

Recent advances in the blockchain research have been made in two important directions. One is refined resilience analysis utilizing game theory to study the consequences of selfish behaviors of users (miners), and the other is the extension…

Cryptography and Security · Computer Science 2021-02-09 Lin Chen , Lei Xu , Zhimin Gao , Ahmed Sunny , Keshav Kasichainula , Weidong Shi

Client diversity is a cornerstone of blockchain resilience, yet most networks suffer from a dangerously skewed distribution of client implementations. This monoculture exposes the network to very risky scenarios, such as massive financial…

Software Engineering · Computer Science 2025-10-27 Javier Ron , Zheyuan He , Martin Monperrus

Identifying reputable Ethereum projects remains a critical challenge within the expanding blockchain ecosystem. The ability to distinguish between legitimate initiatives and potentially fraudulent schemes is non-trivial. This work presents…

Cryptography and Security · Computer Science 2025-03-21 Cyrus Malik , Josef Bajada , Joshua Ellul

Zero-knowledge proofs allow verification of computations without revealing private information. However, existing systems require memory proportional to the computation size, which has historically limited use in large-scale applications…

Cryptography and Security · Computer Science 2025-09-18 Logan Nye

Blockchain networks provide a reliable trust anchor to decentralized applications (DApps) backed by smart contracts. The Ethereum ecosystem now encompasses most blockchain networks that provide compatible support for smart contracts code.…

Software Engineering · Computer Science 2025-04-16 Cătălina Lazăr , Gabriela Secrieru , Emanuel Onica

Blockchain emerged as a solution for data integrity, non-repudiation, and availability in different applications. Data sensitive scenarios, such as Health Care, can also benefit from these blockchain properties. Consequently, different…

With a growing number of institutions involved in the global education market, it has become increasingly challenging to verify the authenticity of academic achievements such as CVs and diplomas. Blockchain is an enabling technology that…

Cryptography and Security · Computer Science 2022-04-28 Bakri Awaji , Ellis Solaiman

Ethereum 2.0, as the preeminent smart contract blockchain platform, guarantees the precise execution of applications without third-party intervention. At its core, this system leverages the Proof-of-Stake (PoS) consensus mechanism, which…

General Economics · Economics 2025-08-11 Tao Yan , Shengnan Li , Benjamin Kraner , Luyao Zhang , Claudio J. Tessone

The emergence of more and more blockchain solutions with innovative approaches to optimising performance, scalability, privacy and governance complicates performance analysis. Reasons for the difficulty of benchmarking blockchains include,…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-11-28 Frank Christian Geyer , Hans-Arno Jacobsen , Ruben Mayer , Peter Mandl

Platooning technologies enable trucks to drive cooperatively and automatically, which bring benefits including less fuel consumption, more road capacity and safety. In order to establish trust during dynamic platoon formation, ensure…

Networking and Internet Architecture · Computer Science 2023-05-29 Wanxin Li , Collin Meese , Zijia Zhong , Hao Guo , Mark Nejad

Zero-knowledge layer 2 protocols emerge as a compelling approach to overcoming blockchain scalability issues by processing transactions through the transaction finalization process. During this process, transactions are efficiently…

Cryptography and Security · Computer Science 2024-10-17 Zihao Li , Xinghao Peng , Zheyuan He , Xiapu Luo , Ting Chen

Platooning technologies enable trucks to drive cooperatively and automatically, providing benefits including less fuel consumption, greater road capacity, and safety. This paper introduces an aggregated zero-knowledge proof and…

Cryptography and Security · Computer Science 2023-06-01 Wanxin Li , Collin Meese , Hao Guo , Mark Nejad
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