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  1. Loh, Po-Ling ; Raginsky, Maxim (Ed.)
  2. We obtain tight minimax rates for the problem of distributed estimation of discrete distributions under communication constraints, where n users observing m samples each can broadcast only ℓ bits. Our main result is a tight characterization (up to logarithmic factors) of the error rate as a function of m, ℓ, the domain size, and the number of users under most regimes of interest. 
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  5. Ranzato, M ; Beygelzimer, A ; Dauphin, Y ; Liang, P. S. ; Wortman Vaughan, J (Ed.)
  6. null (Ed.)
  7. Ranzato, M ; Beygelzimer, A ; Dauphin, Y ; Liang, P. S. ; Wortman Vaughan, J (Ed.)