3 papers
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…
cs.IT2024
Distributed Approximate Computing with Constant Locality
Deheng Yuan, Tao Guo, Zhongyi Huang +1
Consider a distributed coding for computing problem with constant decoding locality, i.e., with a vanishing error probability, any single sample of the function can be approximatel…