CPC H04W 24/02 (2013.01) [G06N 3/045 (2023.01); H04L 41/145 (2013.01); H04L 41/16 (2013.01); H04W 24/06 (2013.01)] | 22 Claims |
1. A method for improving performance in a wireless communication network, the method comprising:
training, using a generative adversarial network, a generator model that generates real problems of a telecommunication site from latent space problems using data noise;
generating a generated problem that has not occurred at the telecommunication site and that has a non-zero probability of occurring at the telecommunication site in the future;
providing the generated problem to a virtual agent that is configured to generate a solution action to resolve the generated problem;
evaluating the solution action relative to the generated problem to determine a performance value corresponding to the solution action; and
responsive to the performance value being higher than other performance values corresponding to other solution actions for the generated problem, generating a generic problem model that corresponds to the generated problem and that is associated with the solution action.
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