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cs.LG2026
Ball Differential Privacy: How to Mitigate Data Reconstruction with Less Noise
Joseph Margaryan, Nirupam Gupta
Vector embeddings of raw records, while not human-readable, do not preserve record privacy: an adversary can reconstruct training records from a released model even when that model…
cs.LG2026
Compact Circulant Layers with Spectral Priors
Joseph Margaryan, Thomas Hamelryck
Critical applications in areas such as medicine, robotics and autonomous systems require compact (i.e., memory efficient), uncertainty-aware neural networks suitable for edge and o…