What is energy-based modeling in cost function design?

Energy-based models define cost as an energy score that must be minimized for correct outputs.

Energy-based models assign scalar energy values to configurations, where correct outputs have low energy and incorrect ones have high energy. Training involves shaping the energy landscape so desired states are minima. Unlike probabilistic models, normalization is not always required, making them flexible but harder to optimize.