2 papers
math.PR2024
A Geometric Perspective on the Injective Norm of Sums of Random Tensors
Afonso S. Bandeira, Sivakanth Gopi, Haotian Jiang +2
Matrix concentration inequalities, intimately connected to the Non-Commutative Khintchine inequality, have been an important tool in both applied and pure mathematics. We study ten…
cs.CL2024
Differentially Private Synthetic Data via Foundation Model APIs 2: Text
Chulin Xie, Zinan Lin, Arturs Backurs +9
Text data has become extremely valuable due to the emergence of machine learning algorithms that learn from it. A lot of high-quality text data generated in the real world is priva…