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Cryptocurrency has seen an explosive growth in recent years, thanks to the evolvement of blockchain technology and its economic ecosystem. Besides Bitcoin, thousands of cryptocurrencies have been distributed on blockchains, while hundreds…

Cryptography and Security · Computer Science 2020-06-12 Ru Ji , Ningyu He , Lei Wu , Haoyu Wang , Guangdong Bai , Yao Guo

Secure aggregation of high-dimensional vectors is a fundamental primitive in federated statistics and learning. A two-server system such as PRIO allows for scalable aggregation of secret-shared vectors. Adversarial clients might try to…

Cryptography and Security · Computer Science 2024-05-30 Guy N. Rothblum , Eran Omri , Junye Chen , Kunal Talwar

The softmax attention mechanism has emerged as a noteworthy development in the field of Artificial Intelligence research, building on the successes of Transformer-based architectures. However, their ever increasing sizes necessitate ever…

Computation and Language · Computer Science 2023-05-19 Luca Herranz-Celotti , Ermal Rrapaj

Fully homomorphic encryption (FHE) frees cloud computing from privacy concerns by enabling secure computation on encrypted data. However, its substantial computational and memory overhead results in significantly slower performance compared…

Cryptography and Security · Computer Science 2025-08-19 Wonseok Choi , Jongmin Kim , Jung Ho Ahn

We introduce Bitcoin-IPC, a software stack and protocol that scales Bitcoin towards helping it become the universal Medium of Exchange (MoE) by enabling the permissionless creation of fully programmable Proof-of-Stake (PoS) Layer-2 chains,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-22 Marko Vukolić , Orestis Alpos , Jakov Mitrovski , Themis Papameletiou , Nikola Ristić , Dionysis Zindros

In this paper, we propose FedChain, a novel framework for federated-blockchain systems, to enable effective transferring of tokens between different blockchain networks. Particularly, we first introduce a federated-blockchain system…

Computer Science and Game Theory · Computer Science 2021-02-01 Cong T. Nguyen , Dinh Thai Hoang , Diep N. Nguyen , Yong Xiao , Hoang-Anh Pham , Eryk Dutkiewicz , Nguyen Huynh Tuong

This empirical study presents the Decentralized Exchanges Comparison Service (DECS), a novel tool developed by 1inch Analytics to assess exchange efficiency in decentralized finance. The DECS utilizes swap transaction monitoring and…

Trading and Market Microstructure · Quantitative Finance 2024-11-05 Evgenii Onishchuk , Maksim Dubovitskii , Eduard Horch

Graph databases have garnered extensive attention and research due to their ability to manage relationships between entities efficiently. Today, many graph search services have been outsourced to a third-party server to facilitate storage…

Cryptography and Security · Computer Science 2025-03-14 Qiuhao Wang , Xu Yang , Yiwei Liu , Saiyu Qi , Hongguang Zhao , Ke Li , Yong Qi

In this paper, we introduce a new fraud-proof algorithm that offers an unprecedented combination of decentralization, security, and liveness. The resources that must be mobilized by an honest participant to defeat an adversary grow only…

Cryptography and Security · Computer Science 2024-11-11 Diego Nehab , Gabriel Coutinho de Paula , Augusto Teixeira

SKETCHVERIFY is a within-tier cost-performance policy, not a universal accuracy improvement. The operational question: a practitioner stuck with a small, cheap code model (here, Gemini 3.1 Flash Lite) for latency, deployment, or budget…

Machine Learning · Computer Science 2026-05-12 Shan Jiang , Zijian Yi , Chenguang Zhu

Homomorphic encryption (HE) has found extensive utilization in federated learning (FL) systems, capitalizing on its dual advantages: (i) ensuring the confidentiality of shared models contributed by participating entities, and (ii) enabling…

Cryptography and Security · Computer Science 2023-08-10 Dongfang Zhao

Topos is an open interoperability protocol designed to reduce as much as possible trust assumptions by replacing them with cryptographic constructions and decentralization while exhibiting massive scalability. The protocol does not make use…

Cryptography and Security · Computer Science 2023-02-10 Théo Gauthier , Sébastien Dan , Monir Hadji , Antonella Del Pozzo , Yackolley Amoussou-Guenou

Byzantine Fault-Tolerant (BFT) consensus protocols ensure agreement on transaction ordering despite malicious actors, but unconstrained ordering power enables sophisticated value extraction attacks like front running and sandwich attacks -…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-17 Pengkun Ren , Hai Dong , Nasrin Sohrabi , Zahir Tari , Pengcheng Zhang

The recent advent of various forms of Federated Knowledge Distillation (FD) paves the way for a new generation of robust and communication-efficient Federated Learning (FL), where mere soft-labels are aggregated, rather than whole gradients…

Machine Learning · Computer Science 2021-06-29 Leon Witt , Usama Zafar , KuoYeh Shen , Felix Sattler , Dan Li , Wojciech Samek

Format Preserving Encryption (FPE) schemes encrypt a plaintext into a ciphertext while preserving its format (e.g., a valid social-security number is encrypted into a valid social-security number), thus allowing encrypted data to be stored…

Cryptography and Security · Computer Science 2015-06-15 Mor Weiss , Boris Rozenberg , Muhammad Barham

Federated Learning (FL) is an emerging framework for distributed processing of large data volumes by edge devices subject to limited communication bandwidths, heterogeneity in data distributions and computational resources, as well as…

Machine Learning · Computer Science 2022-04-11 Yonghai Gong , Yichuan Li , Nikolaos M. Freris

Electing democratic representatives via voting has been a common mechanism since the 17th century. However, these mechanisms raise concerns about fairness, privacy, vote concealment, fair calculations of tally, and proxies voting on their…

Cryptography and Security · Computer Science 2021-02-23 Sankarshan Damle , Sujit Gujar , Moin Hussain Moti

SPEEDEX is a decentralized exchange (DEX) that lets participants securely trade assets without giving any single party undue control over the market. SPEEDEX offers several advantages over prior DEXes. It achieves high throughput -- over…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-06 Geoffrey Ramseyer , Ashish Goel , David Mazières

The integration of blockchain technology into healthcare presents a paradigm shift for secure data management, enabling decentralized and tamper-proof storage and sharing of sensitive Electronic Health Records (EHRs). However, existing…

Cryptography and Security · Computer Science 2025-10-16 Jucai Yang , Liang Li , Yiwei Gu , Haiqin Wu

The rise of cryptocurrencies like Bitcoin and Ethereum has driven interest in blockchain database technology, with smart contracts enabling the growth of decentralized finance (DeFi). However, research has shown that adversaries exploit…

Databases · Computer Science 2026-01-30 Dakai Kang , Junchao Chen , Tien Tuan Anh Dinh , Mohammad Sadoghi