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Certified algorithms for equilibrium states of local quantum Hamiltonians
Hamza Fawzi1, Omar Fawzi2, Samuel O Scalet3
1Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, United Kingdom.
This study introduces certified algorithms to accurately predict quantum system properties at equilibrium. These methods provide rigorous bounds, enabling finite-time approximation of observables, overcoming previous undecidability challenges in quantum many-body systems.
Area of Science:
- Quantum Many-Body Physics
- Computational Quantum Physics
- Theoretical Computer Science
Background:
- Predicting equilibrium states in quantum many-body systems is computationally challenging.
- Existing methods struggle with convergence in the thermodynamic limit, leading to undecidability.
- Finite-size scaling often lacks certified bounds for reliable predictions.
Purpose of the Study:
- To develop certified algorithms for computing expectation values of observables in quantum systems.
- To provide rigorous lower and upper bounds for these expectation values.
- To demonstrate the feasibility of approximating observables in finite time.
Main Methods:
- Design of certified algorithms for expectation value computation.
- Application to local quantum Hamiltonians at zero and positive temperatures.
- Analysis of convergence for commuting Hamiltonians on 2D lattices.
Main Results:
- Algorithms provide rigorous bounds on expectation values.
- Demonstrated approximation of local observables in finite time, contrasting undecidability results.
- Proved fast convergence at high temperatures for commuting 2D lattice Hamiltonians.
Conclusions:
- The developed algorithms offer a certified approach to quantum many-body problem prediction.
- Local observables can be approximated efficiently using convex optimization for specific systems.
- This work bridges the gap between theoretical undecidability and practical computation.
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