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Data valuation is a foundational task in data marketplaces, where a Shapley-value attribution determines how a buyer's payment is distributed among data providers. Typically, the marketplace operator runs this attribution alone, requiring…

Cryptography and Security · Computer Science 2026-05-06 Zhaoyu Wang , Pingchuan Ma , Zhantong Xue , Yuguang Zhou , Qixin Zhang , Xiaoqin Zhang , Shuai Wang

Quantum homomorphic encryption, which allows computation by a server directly on encrypted data, is a fundamental primitive out of which more complex quantum cryptography protocols can be built. For such constructions to be possible,…

Quantum Physics · Physics 2023-04-19 Yanglin Hu , Yingkai Ouyang , Marco Tomamichel

Despite significant research and engineering efforts, many of today's important computer systems suffer from bugs. To increase the reliability of software systems, recent work has applied formal verification to certify the correctness of…

Cryptography and Security · Computer Science 2020-12-16 Daniel W. Song , Konstantinos Mamouras , Ang Chen , Nathan Dautenhahn , Dan S. Wallach

Large language models (LLMs) are increasingly utilized in domains such as finance, healthcare, and interpersonal relationships to provide advice tailored to user traits and contexts. However, this personalization often relies on sensitive…

Cryptography and Security · Computer Science 2025-04-25 Hiroki Watanabe , Motonobu Uchikoshi

This paper proposes a new approach for privacy-preserving and verifiable convolutional neural network (CNN) testing, enabling a CNN model developer to convince a user of the truthful CNN performance over non-public data from multiple…

Cryptography and Security · Computer Science 2023-05-30 Jiasi Weng , Jian Weng , Gui Tang , Anjia Yang , Ming Li , Jia-Nan Liu

Payment channel network (PCN) is a layer-two scaling solution that enables fast off-chain transactions but does not involve on-chain transaction settlement. PCNs raise new privacy issues including balance secrecy, relationship anonymity and…

Cryptography and Security · Computer Science 2022-08-23 Wenxuan Yu , Minghui Xu , Dongxiao Yu , Xiuzhen Cheng , Qin Hu , Zehui Xiong

The globalization of the semiconductor industry has introduced security challenges to Integrated Circuits (ICs), particularly those related to the threat of Hardware Trojans (HTs) - malicious logic that can be introduced during IC…

Cryptography and Security · Computer Science 2024-08-29 Mohammad Eslami , Tara Ghasempouri , Samuel Pagliarini

Zero-Knowledge Proofs (ZKPs) are critical for privacy-preserving techniques and verifiable computation. Many ZKP protocols rely on key kernels such as the SumCheck protocol and Merkle Tree commitments to enable their key security…

Hardware Architecture · Computer Science 2025-10-21 Jianqiao Mo , Alhad Daftardar , Joey Ah-Kiow , Kaiyue Guo , Benedikt Bünz , Siddharth Garg , Brandon Reagen

Anonymous credentials (ACs) are a crucial cryptographic tool for privacy-preserving authentication in decentralized networks, allowing holders to prove eligibility without revealing their identity. However, a major limitation of standard…

Cryptography and Security · Computer Science 2025-12-24 Bin Xie , Rui Song , Xuyuan Cai

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

Privacy and security have rapidly emerged as first order design constraints. Users now demand more protection over who can see their data (confidentiality) as well as how it is used (control). Here, existing cryptographic techniques for…

Cryptography and Security · Computer Science 2023-07-11 Jianqiao Mo , Karthik Garimella , Negar Neda , Austin Ebel , Brandon Reagen

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

Verifiable decentralized federated learning (FL) systems combining blockchains and zero-knowledge proofs (ZKP) make the computational integrity of local learning and global aggregation verifiable across workers. However, they are not…

Machine Learning · Computer Science 2024-04-22 Chaehyeon Lee , Jonathan Heiss , Stefan Tai , James Won-Ki Hong

This paper presents C8s, a confidential computing architecture for Kubernetes that provides cryptographically rooted confidentiality, integrity, and verifiability guarantees for Kubernetes clusters from infrastructure operators. These…

Cryptography and Security · Computer Science 2026-05-01 Amean Asad , Patrick McClurg , João Andrade

In a proof of knowledge (PoK), a verifier becomes convinced that a prover possesses privileged information. In combination with zero-knowledge proof systems, PoKs play an important role in security protocols such as in digital signatures…

Quantum Physics · Physics 2025-06-17 Anne Broadbent , Alex B. Grilo , Nagisa Hara , Arthur Mehta

Globalization in the semiconductor industry enables fabless design houses to reduce their costs, save time, and make use of newer technologies. However, the offshoring of Integrated Circuit (IC) fabrication has negative sides, including…

Cryptography and Security · Computer Science 2023-01-31 Mohammad Eslami , Tara Ghasempouri , Samuel Pagliarini

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

Efficient zero-knowledge proofs (ZKPs) have been restricted to NP statements so far, whereas they exist for all statements in PSPACE. This work presents the first practical zero-knowledge (ZK) protocols for PSPACE-complete statements by…

Cryptography and Security · Computer Science 2025-11-20 Ashwin Karthikeyan , Hengyu Liu , Kuldeep S. Meel , Ning Luo

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…

We address the problem of efficiently verifying a commitment in a two-party computation. This addresses the scenario where a party P1 commits to a value $x$ to be used in a subsequent secure computation with another party P2 that wants to…

Cryptography and Security · Computer Science 2022-01-28 Nitin Agrawal , James Bell , Adrià Gascón , Matt J. Kusner