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Federated learning (FL) has been widely adopted in various fields of study and business. Traditional centralized FL systems suffer from serious issues. To address these concerns, decentralized federated learning (DFL) systems have been…

Cryptography and Security · Computer Science 2024-02-13 Mojtaba Ahmadi , Reza Nourmohammadi

As AI models become ubiquitous in our daily lives, there has been an increasing demand for transparency in ML services. However, the model owner does not want to reveal the weights, as they are considered trade secrets. To solve this…

Cryptography and Security · Computer Science 2025-07-14 Bing-Jyue Chen , Lilia Tang , Daniel Kang

Blockchain-based sensor networks offer promising solutions for secure and transparent data management in IoT ecosystems. However, efficient set membership proofs remain a critical challenge, particularly in resource-constrained…

Cryptography and Security · Computer Science 2026-04-13 Oleksandr Kuznetsov , Emanuele Frontoni , Marco Arnesano , Kateryna Kuznetsova

The system proposed in this study uses zero-knowledge proof (ZKP) to verify the traceability of wood recorded in a public blockchain. Wood is a byproduct of several states, ranging from standing trees to logs, lumber, and wood products…

Cryptography and Security · Computer Science 2022-11-22 Kyohei Shibano , Tohru Nakajima , Gento Mogi

Cooperative perception is crucial for connected automated vehicles in intelligent transportation systems (ITSs); however, ensuring the authenticity of perception data remains a challenge as the vehicles cannot verify events that they do not…

Networking and Internet Architecture · Computer Science 2023-12-14 Ye Tao , Ehsan Javanmardi , Pengfei Lin , Jin Nakazato , Yuze Jiang , Manabu Tsukada , Hiroshi Esaki

We introduce Zero-Knowledge Location Privacy (ZKLP), enabling users to prove to third parties that they are within a specified geographical region while not disclosing their exact location. ZKLP supports varying levels of granularity,…

Cryptography and Security · Computer Science 2024-11-12 Jens Ernstberger , Chengru Zhang , Luca Ciprian , Philipp Jovanovic , Sebastian Steinhorst

Zk-SNARKs help scale blockchains with Verifiable Off-chain Computations (VOC). zk-SNARK DSL toolkits are key when designing arithmetic circuits but fall short of automating the subsequent proof-generation step in an automated manner. We…

Software Engineering · Computer Science 2024-04-29 Alvaro Alonso Domenech , Jonathan Heiss , Stefan Tai

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

We propose the first generalization of the famous Non-Interactive Zero-Knowledge (NIZK) proofs to quantum languages (NIZKoQS) and we provide a protocol to prove advanced properties on a received quantum state non-destructively and…

Quantum Physics · Physics 2025-12-11 Léo Colisson , Frédéric Grosshans , Elham Kashefi

Recent advances in artificial intelligence (AI), particularly deep learning, have led to widespread adoption across various applications. Yet, a fundamental challenge persists: how can we verify the correctness of AI model inference when…

Cryptography and Security · Computer Science 2025-11-26 Yunxiao Wang

Prior to provisioning sensor data to smart contracts, a pre-processing of the data on intermediate off-chain nodes is often necessary. When doing so, originally constructed cryptographic signatures cannot be verified on-chain anymore. This…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-01 Jonathan Heiss , Anselm Busse , Stefan Tai

Roaming settlement in 5G and beyond networks demands secure, efficient, and trustworthy mechanisms for billing reconciliation between mobile operators. While blockchain promises decentralization and auditability, existing solutions suffer…

Cryptography and Security · Computer Science 2025-09-26 Mohamed Abdessamed Rezazi , Mouhamed Amine Bouchiha , Ahmed Mounsf Rafik Bendada , Yacine Ghamri-Doudane

The Bitcoin protocol is a significant milestone in the history of money. However, its adoption is currently constrained by the transaction limits of the system. As the chief problem of blockchain technology, the scaling issue has attracted…

Cryptography and Security · Computer Science 2019-04-03 Kazım Rıfat Özyılmaz , Harsh Patel , Ankit Malik

Traditional financial institutions face inefficiencies that can be addressed by distributed ledger technology. However, a primary barrier to adoption is the privacy concerns surrounding publicly available transaction data. Existing private…

Cryptography and Security · Computer Science 2026-03-06 Yeoh Wei Zhu , Naresh Goud Boddu , Yao Ma , Shaltiel Eloul , Giulio Golinelli , Yash Satsangi , Rob Otter , Kaushik Chakraborty

The privacy-preserving data aggregation is a critical problem for many applications where multiple parties need to collaborate with each other privately to arrive at certain results. Blockchain, as a database shared across the network,…

Cryptography and Security · Computer Science 2023-08-30 Goshgar Ismayilov , Can Ozturan

Retail central bank digital currency (rCBDC) is seen as a key upgrade of the monetary system in the 21st century. However, privacy concerns are the main impediment to rCBDC's development and roll-out. On the one hand, the rights of people…

Cryptography and Security · Computer Science 2023-11-29 Wang Mong Tikvah Chan

We present a secure and efficient string-matching platform leveraging zk-SNARKs (Zero-Knowledge Succinct Non-Interactive Arguments of Knowledge) to address the challenge of detecting sensitive information leakage while preserving data…

Cryptography and Security · Computer Science 2025-05-21 Taoran Li , Taobo Liao

In this paper, we present a protocol for facilitating trust-less cross-chain cryptocurrency transfers that preserve privacy of bridge withdrawals. We leverage zero-knowledge primitives that are commonly used to design cryptocurrency mixing…

Cryptography and Security · Computer Science 2021-02-10 Drew Stone

Our work focuses on the design of a scalable permissionless blockchain in the proof-of-stake setting. In particular, we use a distributed hash table as a building block to set up randomized shards, and then leverage the sharded architecture…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-07-12 Antoine Durand , Emmanuelle Anceaume , Romaric Ludinard

Many companies use identity information for different goals. There are a lot of marketplaces for identity information. These markets have some practical issues such as privacy, mutual trust and fairing exchange. The management of identity…

Cryptography and Security · Computer Science 2021-06-29 Mohsen Rahnamaei , Saeid Tousi Saeidi , Siavash Khorsandi , Mehdi Shajari