The Toronto-Dominion Bank
HORIZON-AWARE CUMULATIVE ACCESSIBILITY ESTIMATION

Abstract:

A cumulative accessibility estimation (CAE) system estimates the probability that an agent will reach a goal state within a time horizon to determine which actions the agent should take. The CAE system receives agent data from an agent and estimates the probability that the agent will reach a goal state within a time horizon based on the agent data. The CAE system may use a CAE model that is trained to estimate a cumulative accessibility function to estimate the probability that the agent will reach the goal state within the time horizon. The CAE system may use the CAE model to identify an optimal action for the agent based on the agent data. The CAE system may then transmit the optimal action to the agent for the agent to perform.