Efficient Defenses Against Output Poisoning Attacks on Local Differential Privacy

S Song, L Xu, L Zhu - IEEE Transactions on Information …, 2023 - ieeexplore.ieee.org
Local differential privacy (LDP) is a promising technique to realize privacy-preserving data
aggregation without a trusted aggregator. Normally, an LDP protocol requires each user to …

[HTML][HTML] Robust Estimation Method against Poisoning Attacks for Key-Value Data with Local Differential Privacy

H Horigome, H Kikuchi, M Fujita, CM Yu - Applied Sciences, 2024 - mdpi.com
Local differential privacy (LDP) protects user information from potential threats by
randomizing data on individual devices before transmission to untrusted collectors. This …