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The scalability limitations of public blockchains have hindered their widespread adoption in real-world applications. While the Ethereum community is pushing forward in zk-rollup (zero-knowledge rollup) solutions, such as introducing the…

Cryptography and Security · Computer Science 2024-03-19 Chengpeng Huang , Rui Song , Shang Gao , Yu Guo , Bin Xiao

Concept Bottleneck Models (CBMs) aim to deliver interpretable and interventionable predictions by bridging features and labels with human-understandable concepts. While recent CBMs show promising potential, they suffer from information…

Machine Learning · Computer Science 2024-02-12 Ao Sun , Yuanyuan Yuan , Pingchuan Ma , Shuai Wang

Split Learning (SL) is a distributed learning approach that enables resource-constrained clients to collaboratively train deep neural networks (DNNs) by offloading most layers to a central server while keeping in- and output layers on the…

Cryptography and Security · Computer Science 2025-09-15 Nojan Sheybani , Alessandro Pegoraro , Jonathan Knauer , Phillip Rieger , Elissa Mollakuqe , Farinaz Koushanfar , Ahmad-Reza Sadeghi

Watermarking schemes for large language models (LLMs) have been proposed to identify the source of the generated text, mitigating the potential threats emerged from model theft. However, current watermarking solutions hardly resolve the…

Cryptography and Security · Computer Science 2025-10-31 Haohua Duan , Liyao Xiang , Xin Zhang

In modern software development workflows, the open-source software supply chain contributes significantly to efficient and convenient engineering practices. With increasing system complexity, using open-source software as third-party…

Software Engineering · Computer Science 2025-11-18 Zihe Yan , Kai Luo , Haoyu Yang , Yang Yu , Zhuosheng Zhang , Guancheng Li

The use of peer-to-peer (P2P) networks for multimedia distribution has spread out globally in recent years. The mass popularity is primarily driven by cost-effective distribution of content, also giving rise to piracy. An end user…

Cryptography and Security · Computer Science 2017-03-07 Amna Qureshi , David Megías , Helena Rifà-Pous

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

Data leaks and breaches are on the rise. They result in huge losses of money for businesses like the movie industry, as well as a loss of user privacy for businesses dealing with user data like the pharmaceutical industry. Preventing data…

Cryptography and Security · Computer Science 2020-12-14 Loïc Miller , Pascal Mérindol , Antoine Gallais , Cristel Pelsser

Machine learning providers commonly distribute global models to edge devices, which subsequently personalize these models using local data. However, issues such as copyright infringements, biases, or regulatory requirements may require the…

Machine Learning · Computer Science 2025-06-26 Mohammad M Maheri , Alex Davidson , Hamed Haddadi

In this paper, we propose a model that could be used by system developers to measure the privacy risk perceived by users when they disclose data into software systems. We first derive a model to measure the perceived privacy risk based on…

Cryptography and Security · Computer Science 2018-10-01 Awanthika Senarath , Marthie Grobler , Nalin Asanka Gamagedara Arachchilage

Digital transactions currently exceed trillions of dollars annually, yet traditional paper-based agreements remain a bottleneck for automation, enforceability, and dispute resolution. Natural language contracts introduce ambiguity, require…

Cryptography and Security · Computer Science 2025-10-24 To-Wen Liu , Matthew Green

Verifiable Secret-Sharing (VSS) is a fundamental primitive in secure distributed computing. It is used as a building block in several distributed computing tasks, such as Byzantine agreement and secure multi-party computation. In this…

Cryptography and Security · Computer Science 2022-02-07 Anirudh Chandramouli , Ashish Choudhury , Arpita Patra

In the digital age, individuals increasingly maintain active presences across multiple platforms ranging from social media and messaging applications to professional and communication tools. However, the current model for managing user…

Cryptography and Security · Computer Science 2025-07-10 Paritosh Ranjan , Surajit Majumder , Prodip Roy

Secret sharing is a new alternative for outsourcing data in a secure way.It avoids the need for time consuming encryption decryption process and also the complexity involved in key management.The data must also be protected from untrusted…

Cryptography and Security · Computer Science 2015-02-27 V. P. Binu , A. Sreekumar

Data privacy is critical in instilling trust and empowering the societal pacts of modern technology-driven democracies. Unfortunately, it is under continuous attack by overreaching or outright oppressive governments, including some of the…

Cryptography and Security · Computer Science 2021-11-29 Chen Chen , Xiao Liang , Bogdan Carbunar , Radu Sion

For many users, a private key based wallet serves as the primary entry point to blockchains. Commonly recommended wallet authentication methods, such as mnemonics or hardware wallets, can be cumbersome. This difficulty in user onboarding…

Cryptography and Security · Computer Science 2024-10-01 Foteini Baldimtsi , Konstantinos Kryptos Chalkias , Yan Ji , Jonas Lindstrøm , Deepak Maram , Ben Riva , Arnab Roy , Mahdi Sedaghat , Joy Wang

Federated learning allows multiple parties to collaborate in learning a global model without revealing private data. The high cost of training and the significant value of the global model necessitates the need for ownership verification of…

Cryptography and Security · Computer Science 2023-05-11 Wenyuan Yang , Gongxi Zhu , Yuguo Yin , Hanlin Gu , Lixin Fan , Qiang Yang , Xiaochun Cao

Data integration systems allow users to access data sitting in multiple sources by means of queries over a global schema, related to the sources via mappings. Data sources often contain sensitive information, and thus an analysis is needed…

Logic in Computer Science · Computer Science 2020-12-15 Michael Benedikt , Pierre Bourhis , Louis Jachiet , Michaël Thomazo

Side-channel attacks that leak sensitive information through a computing device's interaction with its physical environment have proven to be a severe threat to devices' security, particularly when adversaries have unfettered physical…

Cryptography and Security · Computer Science 2021-06-15 Ileana Buhan , Lejla Batina , Yuval Yarom , Patrick Schaumont

Smart grids have undergone a profound digitization process, integrating new data-driven control and supervision techniques, resulting in modern digital substations (DS). Attackers are more focused on attacking the supply chain of the DS, as…

Cryptography and Security · Computer Science 2025-03-26 Xabier Yurrebaso , Fernando Ibañez , Ángel Longueira-Romero
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