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cs.LG2025
Distributed Nonparametric Estimation: from Sparse to Dense Samples per Terminal
Deheng Yuan, Tao Guo, Zhongyi Huang
Consider the communication-constrained problem of nonparametric function estimation, in which each distributed terminal holds multiple i.i.d. samples. Under certain regularity assu…
cs.LG2024
Adaptive Refinement Protocols for Distributed Distribution Estimation under -Losses
Deheng Yuan, Tao Guo, Zhongyi Huang
Consider the communication-constrained estimation of discrete distributions under losses, where each distributed terminal holds multiple independent samples and uses limit…