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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HELIOS: Hierarchical Graph Abstraction for Structure-Aware LLM Decompilation

Yonatan Gizachew Achamyeleh (University of California, Irvine), Harsh Thomare (University of California, Irvine), Mohammad Abdullah Al Faruque (University of California, Irvine)

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

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

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