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cs.CR2025
DPolicy: Managing Privacy Risks Across Multiple Releases with Differential Privacy
Nicolas Küchler, Alexander Viand, Hidde Lycklama +1
Differential Privacy (DP) has emerged as a robust framework for privacy-preserving data releases and has been successfully applied in high-profile cases, such as the 2020 US Census…
cs.CR2025
Architectural Backdoors for Within-Batch Data Stealing and Model Inference Manipulation
Nicolas Küchler, Ivan Petrov, Conrad Grobler +1
For nearly a decade the academic community has investigated backdoors in neural networks, primarily focusing on classification tasks where adversaries manipulate the model predicti…