Magnetic Lattice Design Under Uncertainty Using QIO

• Magnetic materials are modeled using discrete spin states (up/down)  
• A lattice with n × n spins creates a high-dimensional combinatorial optimization problem Temperature and magnetic field uncertainty further increase complexity  
• Long-range spin interactions must be considered for accurate predictions  
• Classical optimization methods become increasingly difficult to scale as system size and uncertainty grow.

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