311 citations · 675 across the 6 of their papers we have counts for
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cs.LG2020★ 12 cited
Information Leakage in Embedding Models
Congzheng Song, Ananth Raghunathan
Embeddings are functions that map raw input data to low-dimensional vector representations, while preserving important semantic information about the inputs. Pre-training embedding…
cs.CR2020★ 36 cited
Encode, Shuffle, Analyze Privacy Revisited: Formalizations and Empirical Evaluation
Úlfar Erlingsson, Vitaly Feldman, Ilya Mironov +4
Recently, a number of approaches and techniques have been introduced for reporting software statistics with strong privacy guarantees. These range from abstract algorithms to compr…