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09/06/2023
Data-Driven Neural Polar Codes for Unknown Channels With and Without Memory
In this work, a novel data-driven methodology for designing polar codes ...
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01/02/2023
Data-Driven Optimization of Directed Information over Discrete Alphabets
Directed information (DI) is a fundamental measure for the study and ana...
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03/28/2022
Neural Estimation and Optimization of Directed Information over Continuous Spaces
This work develops a new method for estimating and optimizing the direct...
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08/18/2020
Reinforcement Learning Evaluation and Solution for the Feedback Capacity of the Ising Channel with Large Alphabet
We propose a new method to compute the feedback capacity of unifilar fin...
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03/09/2020
Capacity of Continuous Channels with Memory via Directed Information Neural Estimator
Calculating the capacity (with or without feedback) of channels with mem...
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01/27/2020
Computing the Feedback Capacity of Finite State Channels using Reinforcement Learning
In this paper, we propose a novel method to compute the feedback capacit...
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08/29/2017