A new theoretical framework demonstrates how quantum catalysts — auxiliary systems unchanged before and after a process — can reduce the overhead of one-shot quantum resource distillation to a constant, overcoming the established logarithmic lower bound. Applied to magic state distillation, the catalysis method addresses the diverging batch size problem in code-based low-overhead protocols, enabling arbitrary reduction of protocol size for any desired accuracy. The work also reveals a tunable spacetime trade-off between overhead and success probability, and extends catalysis techniques to dynamical quantum resources, showing that channel mutual information governs one-shot catalytic channel transformation.
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