TECHNIQUES FOR CONDUCTING EXPLORATION AND EXPLOITATION STRATEGY OF AN INPUT/OUTPUT DEVICE

A system and method for conducting a strategy of a digital assistant includes identifying a plurality of potential plans for a user based on input data, wherein the plurality of potential plans includes an optimal plan and at least one suboptimal plan, wherein the input data includes historical data and a current state of the user; extracting a first dataset, a second dataset, and a third dataset from the input data, wherein the first dataset provides a rejection history, wherein the second dataset indicates receptiveness level of the user, wherein the third dataset includes confidence levels of expected reward values; determining an exploration score based on the first dataset, the second dataset, the third dataset, and the input data; determining a strategy based on the determined exploration score; and causing the digital assistant to perform at least one of the plurality of potential plans based on the determined strategy.