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Author

N. Berloff

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Preprint Sep 2026

Dynamic distortion from discretized coupling feedback in soft-spin Ising machines

Although Ising machines (IMs) have grown in popularity due to their potential as physics-based accelerators for combinatorial optimization problems (COPs), most literature focuses on empirically-obtained benchmarks with low universality. In this work, we propose dynamic feedback distortion as a universal metric to quan...

Victor H. González, N. Berloff · 0 citations
#machine learning Preprint May 2025

Exact Spin Elimination for Quadratic and k-Local Ising Optimization

These results establish exact spin elimination as a controlled trade between active-spin capacity and interaction complexity and show that removing spins while allowing more complex interactions can fit larger problems within the same spin budget and improve optimization.

N. Berloff · 2 citations

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