New framework reveals why prediction is easy but planning is hard.
The article discusses how causal models with directed links can help us understand cause-effect relationships better than undirected constraint networks. By giving directionality to constraints, the researchers show why predicting outcomes is easier than diagnosing or planning. They also find that some relationships naturally have a cause-effect direction. This new approach helps determine when symmetrical constraints can be organized into a causal theory.