Xinshu Ma (University of Edinburgh), Michio Honda (University of Edinburgh)

Quantum computers threaten to break the cryptographic foundations of classical TLS, prompting a shift to post-quantum cryptography. However, post-quantum authentication imposes significant performance overheads, particularly for mutual TLS in cloud environments with high handshake rates. We present Looma, a fast post-quantum authentication architecture that splits authentication into a fast, on-path sign/verify operation and slow, off-path pre-computations performed asynchronously, reducing handshake latency without sacrificing security. Integrated into TLS 1.3, Looma lowers PQTLS handshake latency by up to 44% compared to a Dilithium-2–based baseline. Our results demonstrate the practicality of Looma for scaling postquantum secure communications in cloud environments.

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Private Yet Accurate: A Decentralized Approach to System Intrusion...

Jinghan Zhang (University of Virginia), Sharon Biju (University of Virginia), Saleha Muzammil (University of Virginia), Wajih Ul Hassan (University of Virginia)

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CryptPEFT: Efficient and Private Neural Network Inference via Parameter-Efficient...

Saisai Xia (State Key Laboratory of Cyberspace Security Defense, Institute of Information Engineering, CAS and School of Cyber Security, University of Chinese Academy of Sciences), Wenhao Wang (State Key Laboratory of Cyberspace Security Defense, Institute of Information Engineering, CAS and School of Cyber Security, University of Chinese Academy of Sciences), Zihao Wang (Nanyang Technological University),…

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PACS: Privacy-Preserving Attribute-Driven Community Search over Attributed Graphs

Fangyuan Sun (Qingdao University), Yaxi Yang (Singapore University of Technology and Design), Jia Yu (Qingdao University), Jianying Zhou (Singapore University of Technology and Design)

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