3 papers
cs.IT2026
An Algebraic Method for Full-Rank Characterization in Binary Linear Coding
Mingyang Zhu, Laigang Guo, Zhenyu Huang +4
In this paper, we develop a characteristic set (CS)-based method for deriving full-rank equivalence conditions of symbolic matrices over the binary field. Such full-rank conditions…
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…