Interactive Trimming against Evasive Online Data Manipulation Attacks: A Game-Theoretic Approach

Y Fu, Q Ye, R Du, H Hu - arXiv preprint arXiv:2403.10313, 2024 - arxiv.org
With the exponential growth of data and its crucial impact on our lives and decision-making,
the integrity of data has become a significant concern. Malicious data poisoning attacks …

On the Robustness of LDP Protocols for Numerical Attributes under Data Poisoning Attacks

X Li, Z Li, N Li, W Sun - arXiv preprint arXiv:2403.19510, 2024 - arxiv.org
Recent studies reveal that local differential privacy (LDP) protocols are vulnerable to data
poisoning attacks where an attacker can manipulate the final estimate on the server by …