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Algorithms that systematically explore solution spaces by reverting to previous states upon encountering contradictions.
Distinguishing note: Focuses on the search mechanism for state-space exploration rather than general-purpose constraint solving.
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WaveFunctionCollapse is a procedural generation engine that creates complex, non-repeating patterns by treating spatial arrangement as a constraint satisfaction problem. It functions as a stochastic solver that derives output structures from a single input example, ensuring that every element placed within a grid satisfies specific adjacency requirements relative to its neighbors. The system distinguishes itself by using an entropy-driven approach to grid collapse, where it iteratively selects the cell with the fewest remaining possibilities to trigger a cascade of logical updates. By decompo
The solver explores potential configurations by reverting to previous states whenever a local choice leads to a logical contradiction or dead end.