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Decentralized applications (dApps) in Decentralized Finance (DeFi) face a fundamental tension between regulatory compliance requirements like Know Your Customer (KYC) and maintaining decentralization and privacy. Existing permissioned DeFi…

Cryptography and Security · Computer Science 2025-10-08 Fabian Piper , Karl Wolf , Jonathan Heiss

Many systems today distribute trust across multiple parties such that the system provides certain security properties if a subset of the parties are honest. In the past few years, we have seen an explosion of academic and industrial…

Cryptography and Security · Computer Science 2022-11-11 Emma Dauterman , Vivian Fang , Natacha Crooks , Raluca Ada Popa

Federated Learning (FL) is a distributed machine learning approach that has emerged as an effective way to address recent privacy concerns. However, FL introduces the need for additional security measures as FL alone is still subject to…

Cryptography and Security · Computer Science 2025-01-22 Bruno Casella

In the context of Multi-access Edge Computing (MEC), the task sharing mechanism among edge servers is an activity of vital importance for speeding up the computing process and thereby improve user experience. The distributed resources in…

Networking and Internet Architecture · Computer Science 2020-06-26 Angelo Vera Rivera , Ahmed Refaey , Ekram Hossain

The Virtual Machine (VM)-based Trusted-Execution-Environment (TEE) technology, like AMD Secure-Encrypted-Virtualization (SEV), enables the establishment of Confidential VMs (CVMs) to protect data privacy. But CVM lacks ways to provide the…

Cryptography and Security · Computer Science 2024-05-03 Jingkai Mao , Haoran Zhu , Junchao Fan , Lin Li , Xiaolin Chang

Confidential computing in the public cloud intends to safeguard workload privacy while outsourcing infrastructure management to a cloud provider. This is achieved by executing customer workloads within so called Trusted Execution…

High-Performance Computing (HPC) in the public cloud democratizes the supercomputing power that most users cannot afford to purchase and maintain. Researchers have studied its viability, performance, and usability. However, HPC in the cloud…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-12-06 Keke Chen

Many service systems rely on verifiable identity-related information of their users. Manipulation and unwanted exposure of this privacy-relevant information, however, must at the same time be prevented and avoided. Peer-to-peer…

Cryptography and Security · Computer Science 2022-09-21 Jonathan Heiss , Robert Muth , Frank Pallas , Stefan Tai

Distributed machine learning systems require strong privacy guarantees, verifiable compliance, and scalable deployment across heterogeneous and multi-cloud environments. This work introduces a cloud-native privacy-preserving architecture…

Large-scale computational experiments, often running over weeks and over large datasets, are used extensively in fields such as epidemiology, meteorology, computational biology, and healthcare to understand phenomena, and design high-stakes…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-09-25 Ravi Kiran Raman , Roman Vaculin , Michael Hind , Sekou L. Remy , Eleftheria K. Pissadaki , Nelson Kibichii Bore , Roozbeh Daneshvar , Biplav Srivastava , Kush R. Varshney

We present IPU Trusted Extensions (ITX), a set of experimental hardware extensions that enable trusted execution environments in Graphcore's AI accelerators. ITX enables the execution of AI workloads with strong confidentiality and…

Confidential Virtual Machines (CVMs) provide isolation guarantees for data in use, but their threat model does not include physical level protection and side-channel attacks. Therefore, current deployments rely on trusted cloud providers to…

Cryptography and Security · Computer Science 2025-06-19 Filip Rezabek , Jonathan Passerat-Palmbach , Moe Mahhouk , Frieder Erdmann , Andrew Miller

Digital services have been offered through remote systems for decades. The questions of how these systems can be built in a trustworthy manner and how their security properties can be understood are given fresh impetus by recent hardware…

Cryptography and Security · Computer Science 2023-04-18 Kubilay Ahmet Küçük , Andrew Martin

Increasingly, information systems rely on computational, storage, and network resources deployed in third-party facilities such as cloud centers and edge nodes. Such an approach further exacerbates cybersecurity concerns constantly raised…

Cryptography and Security · Computer Science 2022-06-07 Runhua Xu , Chao Li , James Joshi

Secure outsourced computation (SOC) provides secure computing services by taking advantage of the computation power of cloud computing and the technology of privacy computing (e.g., homomorphic encryption). Expanding computational…

Cryptography and Security · Computer Science 2024-12-03 Bowen Zhao , Jiuhui Li , Peiming Xu , Xiaoguo Li , Qingqi Pei , Yulong Shen

Security bugs and trapdoors in smart contracts have been impacting the Ethereum community since its inception. Conceptually, the 1.45-million Ethereum's contracts form a single "gigantic program" whose behaviors are determined by the…

Cryptography and Security · Computer Science 2025-08-08 Thomas Ball , Nikolaj S. Bjørner , Ashley J. Chen , Shuo Chen , Yang Chen , Zhongxin Guo , Tzu-Han Hsu , Peng Liu , Nanqing Luo

Smart contracts are crucial elements of decentralized technologies, but they face significant obstacles to trustworthiness due to security bugs and trapdoors. To address the core issue, we propose a technology that enables programmers to…

Cryptography and Security · Computer Science 2023-04-19 Nikolaj Bjørner , Shuo Chen , Yang Chen , Zhongxin Guo , Peng Liu , Nanqing Luo

Blockchain (BC) and Software Defined Networking (SDN) are some of the most prominent emerging technologies in recent research. These technologies provide security, integrity, as well as confidentiality in their respective applications.…

We often interact with untrusted parties. Prioritization of privacy can limit the effectiveness of these interactions, as achieving certain goals necessitates sharing private data. Traditionally, addressing this challenge has involved…

Cryptography and Security · Computer Science 2025-01-16 Ilia Shumailov , Daniel Ramage , Sarah Meiklejohn , Peter Kairouz , Florian Hartmann , Borja Balle , Eugene Bagdasarian

This paper presents the design, implementation, and evaluation of a decentralized system for issuing and verifying academic certificates based on blockchain technology. The proposed solution addresses common limitations of traditional…

Networking and Internet Architecture · Computer Science 2026-01-14 Ana Julia Evangelista Andrade , Flavio Cezar Amate
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