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math.ST2024★ 1 cited
Multivariate Priors and the Linearity of Optimal Bayesian Estimators under Gaussian Noise
Leighton P. Barnes, Alex Dytso, Jingbo Liu +1
Consider the task of estimating a random vector from noisy observations , where is a standard normal vector, under the fidelity criterion. This work establ…
cs.IT2024
PAC Learnability for Reliable Communication over Discrete Memoryless Channels
Jiakun Liu, Wenyi Zhang, H. Vincent Poor
In practical communication systems, knowledge of channel models is often absent, and consequently, transceivers need be designed based on empirical data. In this work, we study dat…