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Private set intersection (PSI) enables two parties to jointly compute the intersection of their private sets without revealing any extra information to each other. In this work, we focus on the unbalanced setting where one party (a powerful server) holds a significantly larger set than the other party (a resource-limited client). We present a new protocol for this setting that achieves a better balance between low client-side storage and efficient online processing. We first formalize a general framework to transform Private Information Retrieval (PIR) into PSI with techniques used in prior works. Building upon recent advancements in Private Information Retrieval (PIR), specifically the SimplePIR construction (Henzinger et al., USENIX Security'23), combined with our tailored techniques, our construction shows a great improvement in online efficiency. Concretely, when the client holds a single element, our protocol achieves more than 100x faster computation and over 4x lower communication compared to the state-of-the-art unbalanced PSI based on leveled fully homomorphic encryption (Chen et al., CCS'21). The client-side storage is only in the order of tens of megabytes, even for a gigabyte-sized set on the server. Moreover, since the framework is generic, any future improvement in PIR can further improve our construction. 

Cryptocurrency introduces usability challenges by requiring users to manage signing keys. Popular signing key management services (e.g., custodial wallets), however, either introduce a trusted party or burden users with managing signing key shares, posing the same usability challenges. TEE (Trusted Execution Environment) is a promising technology to avoid both, but practical implementations of TEEs suffer from various side-channel attacks that have proven hard to eliminate. This paper explores a new approach to side-channel mitigation through economic incentives for TEE-based cryptocurrency wallet solutions. By taking the cost and profit of side-channel attacks into consideration, we designed a Stick-and-Carrot-based cryptocurrency wallet, CrudiTEE, that leverages penalties (the stick) and rewards (the carrot) to disincentivize attackers from exfiltrating signing keys in the first place. We model the attacker’s behavior using a Markov Decision Process (MDP) to evaluate the effectiveness of the bounty and enable the service provider to adjust the parameters of the bounty’s reward function accordingly. 

Abstract The photophysical process of localized surface plasmon resonance (LSPR) is, for the first time, exploited for broadband photon harvesting in photo‐regulated controlled/living radical polymerization. Efficient macromolecular synthesis was achieved under illumination with light wavelengths extending from the visible to the near‐infrared regions. Plasmonic Ag nanostructures were in situ generated on Ag₃PO₄photocatalysts in a reversible addition‐fragmentation chain transfer (RAFT) system, thereby promoting polymerization of various monomers following a LSPR‐mediated electron transfer mechanism. Owing to the LSPR‐enhanced broadband photon harvesting, high monomer conversion (>99 %) was achieved under natural sunlight within 0.8 h. The deep penetration of NIR light enabled successful polymerization with reaction vessels screened by opaque barriers. Moreover, by trapping active oxygen species generated in the photocatalytic process, polymerization could be implemented without pre‐deoxygenation.