Global fermionic mode optimization via swap gates
- URL: http://arxiv.org/abs/2406.03449v1
- Date: Wed, 5 Jun 2024 16:47:37 GMT
- Title: Global fermionic mode optimization via swap gates
- Abstract summary: We find an optimal representation of a quantum many body wave function for a given error margin via global fermionic mode optimization.
The stationary point on a fixed rank matrix product state manifold is obtained via a joint optimization on the Grassman manifold.
- Score: 0.0
- License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/
- Abstract: We propose a general approach to find an optimal representation of a quantum many body wave function for a given error margin via global fermionic mode optimization. The stationary point on a fixed rank matrix product state manifold is obtained via a joint optimization on the Grassman manifold [Phys. Rev. Lett. 117, 210402] together with swap gates controlled permutations. The minimization of the global quantity, the block entropy area, guarantees that the method fulfills all criteria with respect to partial derivatives. Numerical results via large scale density matrix renormalization group simulations on strongly correlated molecular systems and two-dimensional fermionic lattice models are discussed.
Related papers
- Block entropy area based non-local fermionic mode optimization with gradient disentanglers [0.0]
We introduce a systematic block entropy area based mode optimization algorithm for many-body quantum states of interacting fermions represented by matrix product states.<n>We demonstrate the method on two-dimensional lattice models of interacting fermions and the Fe$_4$S$_4$ cluster, and show its robustness and superiority over earlier protocols using nearest-neighbor mode rotations and reorderings.
arXiv Detail & Related papers (2026-09-10T17:05:07Z) - Symplectic Optimization on Gaussian States [0.0]
We introduce a symplectic optimization framework to solve the bosonic ground-state problem.<n>The framework provides a foundation for large-scale approximate treatments of weakly non-quadratic interactions.
arXiv Detail & Related papers (2026-01-28T18:31:50Z) - Pontryagin Maximum Principle for Rydberg-blockaded state-to-state transfers: A semi-analytic approach [0.0]
We study time-optimal state-to-state control for two- and multi-qubit operations motivated by neutral-atom quantum processors.<n>For $N$ qubits, we classify normal and abnormal extremals, showcasing examples where abnormal solutions are either absent or suboptimal.
arXiv Detail & Related papers (2025-12-15T17:09:25Z) - WUSH: Near-Optimal Adaptive Transforms for LLM Quantization [52.77441224845925]
Quantization to low bitwidth is a standard approach for deploying large language models.<n>A few extreme weights and activations stretch the dynamic range and reduce the effective resolution of the quantizer.<n>We derive, for the first time, closed-form optimal linear blockwise transforms for joint weight-activation quantization.
arXiv Detail & Related papers (2025-11-30T16:17:34Z) - Neural Optimal Transport Meets Multivariate Conformal Prediction [58.43397908730771]
We propose a framework for conditional vectorile regression (CVQR)<n>CVQR combines neural optimal transport with quantized optimization, and apply it to predictions.
arXiv Detail & Related papers (2025-09-29T19:50:19Z) - Preparation Circuits for Matrix Product States by Classical Variational Disentanglement [0.0]
We study the classical compilation of quantum circuits for the preparation of matrix product states (MPS)
Our algorithm represents a near-term alternative to previous sequential approaches by reverse application of a disentangler.
We show numerical results for ground states of one-dimensional, local Hamiltonians as well as artificially spread out entanglement among multiple qubits.
arXiv Detail & Related papers (2025-04-30T04:13:01Z) - Critical behavior of the Schwinger model via gauge-invariant VUMPS [0.0]
We study the lattice Schwinger model by combining the variational uniform matrix product state (VUMPS) algorithm with a gauge-invariant matrix product ansatz.<n>We analyze the scaling in the simultaneous critical and limits continuum and confirm that the data collapse aligns with the Ising class to remarkable precision.
arXiv Detail & Related papers (2024-12-04T18:59:18Z) - Entanglement and the density matrix renormalisation group in the generalised Landau paradigm [0.0]
We leverage the interplay between gapped phases and dualities of symmetric one-dimensional quantum lattice models.
For every phase in the phase diagram, the dual representation of the ground state that breaks all symmetries minimises both the entanglement entropy and the required number of variational parameters.
Our work testifies to the usefulness of generalised non-invertible symmetries and their formal category theoretic description for the nuts and bolts simulation of strongly correlated systems.
arXiv Detail & Related papers (2024-08-12T17:51:00Z) - Lower Bounding Ground-State Energies of Local Hamiltonians Through the Renormalization Group [0.0]
We show how to formulate a tractable convex relaxation of the set of feasible local density matrices of a quantum system.
The coarse-graining maps of the underlying renormalization procedure serve to eliminate a vast number of those constraints.
This can be used to obtain rigorous lower bounds on the ground state energy of arbitrary local Hamiltonians.
arXiv Detail & Related papers (2022-12-06T14:39:47Z) - Bootstrapping the gap in quantum spin systems [0.7106986689736826]
We use the equations of motion to develop an analogue of the conformal block expansion for matrix elements.
The method can be applied to any quantum mechanical system with a local Hamiltonian.
arXiv Detail & Related papers (2022-11-07T19:07:29Z) - On optimization of coherent and incoherent controls for two-level
quantum systems [77.34726150561087]
This article considers some control problems for closed and open two-level quantum systems.
The closed system's dynamics is governed by the Schr"odinger equation with coherent control.
The open system's dynamics is governed by the Gorini-Kossakowski-Sudarshan-Lindblad master equation.
arXiv Detail & Related papers (2022-05-05T09:08:03Z) - Sparse Quadratic Optimisation over the Stiefel Manifold with Application
to Permutation Synchronisation [71.27989298860481]
We address the non- optimisation problem of finding a matrix on the Stiefel manifold that maximises a quadratic objective function.
We propose a simple yet effective sparsity-promoting algorithm for finding the dominant eigenspace matrix.
arXiv Detail & Related papers (2021-09-30T19:17:35Z) - Direct solution of multiple excitations in a matrix product state with
block Lanczos [62.997667081978825]
We introduce the multi-targeted density matrix renormalization group method that acts on a bundled matrix product state, holding many excitations.
A large number of excitations can be obtained at a small bond dimension with highly reliable local observables throughout the chain.
arXiv Detail & Related papers (2021-09-16T18:36:36Z) - Determination of the critical exponents in dissipative phase
transitions: Coherent anomaly approach [51.819912248960804]
We propose a generalization of the coherent anomaly method to extract the critical exponents of a phase transition occurring in the steady-state of an open quantum many-body system.
arXiv Detail & Related papers (2021-03-12T13:16:18Z) - From particle swarm optimization to consensus based optimization:
stochastic modeling and mean-field limit [0.0]
We consider a continuous description based on differential equations of the PSO process for solving global optimization problems.
We derive in the large particle limit the corresponding mean-field approximation based on Vlasov-Fokker-Planck-type equations.
We compute the related macroscopic hydrodynamic equations that clarify the link with the recently introduced consensus based optimization methods.
arXiv Detail & Related papers (2020-12-10T11:58:19Z) - Direct Optimal Control Approach to Laser-Driven Quantum Particle
Dynamics [77.34726150561087]
We propose direct optimal control as a robust and flexible alternative to indirect control theory.
The method is illustrated for the case of laser-driven wavepacket dynamics in a bistable potential.
arXiv Detail & Related papers (2020-10-08T07:59:29Z) - Polynomially filtered exact diagonalization approach to many-body
localization [0.0]
Polynomially filtered exact diagonalization method (POLFED) for large sparse matrices is introduced.
The potential of POLFED is demonstrated examining many-body scaling transition in 1D interacting quantum spin-1/2 chains.
arXiv Detail & Related papers (2020-05-19T15:49:07Z) - Operator-algebraic renormalization and wavelets [62.997667081978825]
We construct the continuum free field as the scaling limit of Hamiltonian lattice systems using wavelet theory.
A renormalization group step is determined by the scaling equation identifying lattice observables with the continuum field smeared by compactly supported wavelets.
arXiv Detail & Related papers (2020-02-04T18:04:51Z)
This list is automatically generated from the titles and abstracts of the papers in this site.
This site does not guarantee the quality of this site (including all information) and is not responsible for any consequences.