CPC H04L 63/0807 (2013.01) [G06F 30/27 (2020.01); H04L 41/16 (2013.01)] | 20 Claims |
1. A token for reducing network traffic related to network operations, comprising:
one or more processors executing computer program instructions that, when executed, cause operations comprising:
receiving, from a client device, information for an operation comprising an authentication instruction for the operation and a value indicative of a priority for the operation;
in response to the value satisfying a predetermined threshold value, obtaining information regarding a plurality of historical operations and corresponding execution results, wherein the information regarding the plurality of historical operations comprises a corresponding authentication instruction and priority value for each historical operation, wherein the plurality of historical operations were executed on a device of a same type as the client device;
training a machine learning model using the information regarding the plurality of historical operations and the corresponding execution results to generate an updated machine learning model;
using the updated machine learning model, processing the information for the operation to predict an execution result for the authentication instruction for the operation; and
in response to the execution result indicating that the authentication instruction will be unsuccessful, transmitting the execution result to the client device to prevent execution of the operation.
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