Predicting human gaze—especially in egocentric or driving scenarios—is fundamentally about modeling where people will attend next, not just where they are looking now. This thesis focus on designing and implementing a pipeline that integrates feature forecasting with a gaze prediction module, conduct experiments on egocentric datasets, and systematically evaluate the benefits of future-aware representations.