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A robust Neuro-Symbolic Sudoku Solver combining Graph Attention Networks (GATv2) with Dynamic Constraint Propagation. Efficiently solves NP-hard puzzles where traditional backtracking fails ...
It is impossible to imagine a master chef who doesn’t know how to cook, a cabinet maker who doesn’t know anything about carpentry, or a pianist who can’t read music. All three sound like ...
Abstract: The efficient resolution of large-scale NP-hard optimization problems remains a significant challenge due to their in-herent complexity and vast solution spaces. This paper introduces novel ...
The original version of this story appeared in Quanta Magazine. For computer scientists, solving problems is a bit like mountaineering. First they must choose a problem to solve—akin to identifying a ...
Gambling — online and in person — is more widely accessible in the U.S. than it's ever been, and the industry has the revenue to show for it. The total U.S. commercial gaming revenue profit last year ...
It’s been difficult to find important questions that quantum computers can answer faster than classical machines, but a new algorithm appears to do it for some critical optimization tasks. For ...