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Minimally dissipative multibit logical operations
Jérémie Klinger1, Grant M Rotskoff1,2
1Stanford University, Department of Chemistry, Stanford, California 94305, USA.
Physical Review. E
|February 20, 2026
Summary
This study uses optimal transport to design low-dissipation logic gates for energy-efficient computing. It reveals fundamental energy-speed-accuracy tradeoffs, showing faster, accurate operations require more energy.
Area of Science:
- Physics and Computer Science
- Information Theory
- Thermodynamics
Background:
- Modern computers dissipate significant energy, exceeding theoretical thermodynamic limits.
- There's a need for principled methods to achieve low-dissipation logical operations.
Purpose of the Study:
- To formulate multibit logical gates as optimal transport problems.
- To derive tractable solutions for low-dissipation operations beyond classical limits.
- To establish general energy-speed-accuracy tradeoffs.
Main Methods:
- Formulating multibit logical gates (bit erasure, NAND) as optimal transport problems.
- Utilizing entropically regularized unbalanced optimal transport for tractable solutions.
- Developing algorithms combining optimal transport with generative modeling to construct dynamical controllers.
Main Results:
- Established general energy-speed-accuracy tradeoffs: faster, more accurate operations dissipate more energy.
- Demonstrated that Landauer limits cannot be trivially overcome in higher-dimensional geometries.
- Developed practical protocols achieving near-optimal dissipation for energy-efficient information processing.
Conclusions:
- The developed framework bridges fundamental thermodynamic limits with scalable computational design.
- The proposed protocols offer a path towards practical, energy-efficient computing implementations.
- Optimal transport provides a powerful tool for designing low-dissipation logical operations.
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