01▲Keyed Provenance Watermarking with Complementary Lattice-Based Secure Aggregation for Federated Learning arxiv.org Paper on keyed provenance watermarking plus RLWE secure aggregation for federated learning, because FL needed more crypto.arxivfederated-learninghashlatticempcpqcprivacysecure-aggregationwatermarkingzk0 pts/ines/14 days ago/4 comments
02▲An Adaptive Gradient Clipping and Noise Injection Mechanism for Differentially Private Federated Learning arxiv.org Adaptive clipping plus Laplace noise from median norms boosts DP federated learning, instead of pretending one threshold fits all.arxivdifferential-privacyfederated-learninggradient-clippingnoise-injectionprivacysecure-aggregation0 pts/ben_stderr/20 days ago/3 comments