arxivcs.LGcs.AI2026-07-07
The Rank-One Corner: How Much Value Equivalence Does a Task Need from a World Model?
A learned world model is usually judged by how faithfully it reconstructs its observations or predicts reward, as though quality were something the model simply has or lacks. But what a task actually needs from a model is narrower: the few predictive coordinates its queries depen…