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Privacy concerns in machine learning systems have grown significantly with the increasing reliance on sensitive user data for training large-scale models. This paper introduces a novel framework combining Probably Approximately Correct…

Cryptography and Security · Computer Science 2026-02-13 Guilhem Repetto , Nojan Sheybani , Gabrielle De Micheli , Farinaz Koushanfar

A zk-SNARK is a protocol that lets one party, the prover, prove to another party, the verifier, that a statement about some privately-held information is true without revealing the information itself. This paper describes technical…

Cryptography and Security · Computer Science 2023-10-26 Thomas Chen , Hui Lu , Teeramet Kunpittaya , Alan Luo

The Lightning Network (LN) is a prominent payment channel network aimed at addressing Bitcoin's scalability issues. Due to the privacy of channel balances, senders cannot reliably choose sufficiently liquid payment paths and resort to a…

Cryptography and Security · Computer Science 2021-03-16 Rene Pickhardt , Sergei Tikhomirov , Alex Biryukov , Mariusz Nowostawski

Payment channel networks (PCNs) are a promising technology to improve the scalability of cryptocurrencies. PCNs, however, face the challenge that the frequent usage of certain routes may deplete channels in one direction, and hence prevent…

Data Structures and Algorithms · Computer Science 2022-09-27 Mahsa Bastankhah , Krishnendu Chatterjee , Mohammad Ali Maddah-Ali , Stefan Schmid , Jakub Svoboda , Michelle Yeo

Despite growing adoption of cryptocurrencies, making fast payments at scale remains a challenge. Payment channel networks (PCNs) such as the Lightning Network have emerged as a viable scaling solution. However, completing payments on PCNs…

Networking and Internet Architecture · Computer Science 2020-03-24 Vibhaalakshmi Sivaraman , Shaileshh Bojja Venkatakrishnan , Kathy Ruan , Parimarjan Negi , Lei Yang , Radhika Mittal , Mohammad Alizadeh , Giulia Fanti

This paper proposes a protocol for Proof of Assets of a bitcoin exchange using the Zero-Knowledge Succinct Non-Interactive Argument of Knowledge (ZK-SNARK) without revealing either the bitcoin addresses of the exchange or balances…

Cryptography and Security · Computer Science 2022-11-14 B Swaroopa Reddy

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

This paper proposes a novel recursive polynomial commitment scheme (PCS) and a new polynomial interactive oracle proof (PIOP) protocol, which compile into efficient and transparent zk-SNARKs (zero-knowledge succinct non-interactive…

Cryptography and Security · Computer Science 2023-12-25 Yunjia Quan

Payment channel networks, and the Lightning Network in particular, seem to offer a solution to the lack of scalability and privacy offered by Bitcoin and other blockchain-based cryptocurrencies. Previous research has focused on the…

Cryptography and Security · Computer Science 2021-01-22 George Kappos , Haaroon Yousaf , Ania Piotrowska , Sanket Kanjalkar , Sergi Delgado-Segura , Andrew Miller , Sarah Meiklejohn

Blockchain technology has revolutionized the way transactions are executed, but scalability remains a major challenge. Payment Channel Network (PCN), as a Layer-2 scaling solution, has been proposed to address this issue. However, skewed…

Cryptography and Security · Computer Science 2025-04-30 Minghui Xu , Wenxuan Yu , Guangyong Shang , Guangpeng Qi , Dongliang Duan , Shan Wang , Kun Li , Yue Zhang , Xiuzhen Cheng

Payment channel networks (PCNs) are a promising solution to the scalability problem of cryptocurrencies. Any two users connected by a payment channel in the network can theoretically send an unbounded number of instant, costless…

Computer Science and Game Theory · Computer Science 2023-06-29 Zeta Avarikioti , Tomasz Lizurej , Tomasz Michalak , Michelle Yeo

The rapid expansion of the use of blockchain-based systems often leads to a choice between customizable private blockchains and more secure, scalable and decentralized but expensive public blockchains. This choice represents the trade-off…

Cryptography and Security · Computer Science 2023-06-06 Thomas Lavaur , Jonathan Detchart , Jérôme Lacan , Caroline P. C. Chanel

Cross-chain technology enables interoperability among otherwise isolated blockchains, supporting interactions across heterogeneous networks. Similar to how multi-hop communication became fundamental in the evolution of the Internet, the…

Cryptography and Security · Computer Science 2025-12-04 Minghui Xu , Yihao Guo , Yanqiang Zhang , Zhiguang Shan , Guangyong Shang , Zhen Ma , Bin Xiao , Xiuzhen Cheng

The increasing deployment of Unmanned Aerial Vehicles (UAVs) for military, commercial, and logistics applications has raised significant concerns regarding flight path privacy. Conventional UAV communication systems often expose flight path…

Cryptography and Security · Computer Science 2025-08-26 Shayesta Naziri , Xu Wang , Guangsheng Yu , Christy Jie Liang , Wei Ni

With the proliferation of decentralized applications (DApps), the conflict between the transparency of blockchain technology and user data privacy has become increasingly prominent. While Decentralized Identity (DID) and Verifiable…

Cryptography and Security · Computer Science 2025-10-14 Hui Yuan

With the rapid development of Zero-Knowledge Proofs (ZKPs), particularly Succinct Non-Interactive Arguments of Knowledge (SNARKs), benchmarking various ZK tools has become a valuable task. ZK-friendly hash functions, as key algorithms in…

Cryptography and Security · Computer Science 2024-09-04 Hanze Guo , Yebo Feng , Cong Wu , Zengpeng Li , Jiahua Xu

Traditional Insurance, a popular approach of financial risk management, has suffered from the issues of high operational costs, opaqueness, inefficiency and a lack of trust. Recently, blockchain-enabled "parametric insurance" through…

Cryptography and Security · Computer Science 2026-05-04 Mingyu Hao , Keyang Qian , Sid Chi-Kin Chau

Blockchain offers traceability and transparency to supply chain event data and hence can help overcome many challenges in supply chain management such as: data integrity, provenance and traceability. However, data privacy concerns such as…

Cryptography and Security · Computer Science 2021-04-30 Sidra Malik , Volkan Dedeoglu , Salil Kanhere , Raja Jurdak

Permissionless blockchains protocols such as Bitcoin are inherently limited in transaction throughput and latency. Current efforts to address this key issue focus on off-chain payment channels that can be combined in a Payment-Channel…

Cryptography and Security · Computer Science 2019-11-22 Giulio Malavolta , Pedro Moreno-Sanchez , Aniket Kate , Matteo Maffei , Srivatsan Ravi

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