Quantum Portfolio Optimization: An Extensive Benchmark | Paper Citation Record

Observation dae634f5-d7d8-4ed8-b617-77050d0f7943 · outbound

This paper cites Springer, Berlin, Heidelberg, 2018.

Quantum Portfolio Optimization: An Extensive Benchmark Springer, Berlin, Heidelberg, 2018

Reference 1

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Observation acafd1b5-6ce4-4c59-8997-71cffbb5245f · outbound

This paper cites Progress in mathematical programming solvers from 2001 to 2020.EURO Journal on Computational Optimization, 10:100031, 2022.doi:10.1016/j.ejco.2022.100031.

Quantum Portfolio Optimization: An Extensive Benchmark Progress in mathematical programming solvers from 2001 to 2020.EURO Journal on Computational Optimization, 10:100031, 2022.doi:10.1016/j.ejco.2022.100031

Reference 2

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Observation 73c1c32c-30cc-4d37-9a95-c13e20a3d9bf · outbound

This paper cites Liebling, Denis Naddef, George L.

Quantum Portfolio Optimization: An Extensive Benchmark Liebling, Denis Naddef, George L

Reference 3

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Observation 0638ccb3-bac5-47ef-828d-cc6891afb424 · outbound

This paper cites Christophel, Kati Jarck, Thorsten Koch, Jeff Linderoth, Marco Lübbecke, Hans D.

Quantum Portfolio Optimization: An Extensive Benchmark Christophel, Kati Jarck, Thorsten Koch, Jeff Linderoth, Marco Lübbecke, Hans D

Reference 4

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Observation 21888e11-a360-4b8f-804f-31fca12a7f8e · outbound

This paper cites Egger, Bruce G.

Quantum Portfolio Optimization: An Extensive Benchmark Egger, Bruce G

Reference 5

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Observation 07c79959-f7bf-4839-836f-e2125f7a7163 · outbound

This paper cites Realistic Runtime Analysis for Quantum Simplex Computation.

Quantum Portfolio Optimization: An Extensive Benchmark Realistic Runtime Analysis for Quantum Simplex Computation

Reference 6

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Observation b3b5202b-7249-4f29-b258-24a58f5e2a6b · outbound

This paper cites Quantum Computing for Discrete Optimization: A Highlight of Three Technologies.

Quantum Portfolio Optimization: An Extensive Benchmark Quantum Computing for Discrete Optimization: A Highlight of Three Technologies

Reference 7

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Observation 424dcf97-5348-4326-8f06-d37bd877f951 · outbound

This paper cites an unresolved cited work.

Quantum Portfolio Optimization: An Extensive Benchmark Unresolved cited work

Reference 8

Resolution: verified exact; doi, observed 2026-08-04T16:03:36.431859Z

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Observation 1cc10e1d-f719-4876-99f7-6279ec741cd7 · outbound

This paper cites McGeoch and Pau Farré.

Quantum Portfolio Optimization: An Extensive Benchmark McGeoch and Pau Farré

Reference 9

Resolution: verified exact; doi, observed 2026-08-04T16:03:36.142921Z

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Observation d7b1802b-3c3b-494f-8903-7a5b4cb49b8f · outbound

This paper cites A Quantum Approximate Optimization Algorithm.

Quantum Portfolio Optimization: An Extensive Benchmark A Quantum Approximate Optimization Algorithm

Reference 10

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Observation 792d2b8c-35e4-45d1-af56-717fa462fbe6 · outbound

This paper cites Harrigan, Kevin J.

Quantum Portfolio Optimization: An Extensive Benchmark Harrigan, Kevin J

Reference 11

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Observation 3c83992b-4e69-4929-babc-c5ed5d6ad92d · outbound

This paper cites Quantum Optimization Benchmarking Library - The Intractable Decathlon.

Quantum Portfolio Optimization: An Extensive Benchmark Quantum Optimization Benchmarking Library - The Intractable Decathlon

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T15:59:22.219380Z

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Observation e9cdfe70-5764-4c1a-8c7b-3b4995120364 · outbound

This paper cites A real world test of Portfolio Optimization with Quantum Annealing.

Quantum Portfolio Optimization: An Extensive Benchmark A real world test of Portfolio Optimization with Quantum Annealing

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T15:59:22.436594Z

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Observation 46e05380-32ec-4202-a016-adee61de0286 · outbound

This paper cites Hybrid Gate-Based and Annealing Quantum Computing for Large-Size Ising Problems.

Quantum Portfolio Optimization: An Extensive Benchmark Hybrid Gate-Based and Annealing Quantum Computing for Large-Size Ising Problems

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T15:59:22.626996Z

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Observation 20ad0e73-7fb3-4033-9fdf-4ddc5edb010c · outbound

This paper cites Decomposition Pipeline for Large-Scale Portfolio Optimization with Applications to Near-Term Quantum Computing.

Quantum Portfolio Optimization: An Extensive Benchmark Decomposition Pipeline for Large-Scale Portfolio Optimization with Applications to Near-Term Quantum Computing

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T15:59:22.854747Z

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Observation c80c7284-8b3f-4325-ac15-a741dd053dc5 · outbound

This paper cites Portfolio Optimisation Using the D-Wave Quantum Annealer.

Quantum Portfolio Optimization: An Extensive Benchmark Portfolio Optimisation Using the D-Wave Quantum Annealer

Reference 16

Resolution: verified exact; doi, observed 2026-08-04T16:03:35.879643Z

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Observation 5ad9f925-a529-4873-bfe4-fea49aaef470 · outbound

This paper cites Quantum Portfolio Optimization with Investment Bands and Target Volatility.

Quantum Portfolio Optimization: An Extensive Benchmark Quantum Portfolio Optimization with Investment Bands and Target Volatility

Reference 17

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Observation cb24b4fd-af32-4667-8d24-7041f532634c · outbound

This paper cites Reverse Quantum Annealing Approach to Portfolio Optimization Problems.

Quantum Portfolio Optimization: An Extensive Benchmark Reverse Quantum Annealing Approach to Portfolio Optimization Problems

Reference 18

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Observation 48a5c62f-61fd-434c-ae7c-320910ef4c09 · outbound

This paper cites Benchmarking the performance of portfolio optimization with QAOA.

Quantum Portfolio Optimization: An Extensive Benchmark Benchmarking the performance of portfolio optimization with QAOA

Reference 19

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Observation 4b284a34-beda-4b53-8b04-a6329755a22d · outbound

This paper cites Portfolio rebalancing experiments using the Quantum Alternating Operator Ansatz.

Quantum Portfolio Optimization: An Extensive Benchmark Portfolio rebalancing experiments using the Quantum Alternating Operator Ansatz

Reference 20

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Observation 88e7293e-c7e3-4c3c-a484-6c00c4d8828f · outbound

This paper cites Comparative analysis of diverse methodologies for portfolio optimization leveraging quantum annealing techniques.

Quantum Portfolio Optimization: An Extensive Benchmark Comparative analysis of diverse methodologies for portfolio optimization leveraging quantum annealing techniques

Reference 21

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Observation 905840bb-4745-4141-aa5f-5b156092652b · outbound

This paper cites Best practices for portfolio optimization by quantum computing, experimented on real quantum devices.Scientific Reports, 13(1):19434, November 2023.

Quantum Portfolio Optimization: An Extensive Benchmark Best practices for portfolio optimization by quantum computing, experimented on real quantum devices.Scientific Reports, 13(1):19434, November 2023

Reference 22

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Observation 0e03a499-31b7-4da0-bdb0-d5f3fa32f482 · outbound

This paper cites Efficient Algorithms for mean-variance portfolio optimization with Hard Real -World Constraints.

Quantum Portfolio Optimization: An Extensive Benchmark Efficient Algorithms for mean-variance portfolio optimization with Hard Real -World Constraints

Reference 23

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Observation f75041da-a862-4911-a29d-ec91cfc9d1b5 · outbound

This paper cites Portfolio optimization with discrete simulated annealing.

Quantum Portfolio Optimization: An Extensive Benchmark Portfolio optimization with discrete simulated annealing

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T15:59:24.554825Z

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Observation a536989f-a058-4b88-bef4-b209a4b659f7 · outbound

This paper cites Chang, N.

Quantum Portfolio Optimization: An Extensive Benchmark Chang, N

Reference 25

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Observation 8e36d309-b3b9-4624-b697-ed310ab452cd · outbound

This paper cites Efficient Solution of Portfolio Optimization Problems via Dimension Reduction and Sparsification.

Quantum Portfolio Optimization: An Extensive Benchmark Efficient Solution of Portfolio Optimization Problems via Dimension Reduction and Sparsification

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-04T15:59:24.879393Z

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Observation 8ef02036-1233-41ae-a780-4df717c637ee · outbound

This paper cites Alleviating the quantum Big-M problem.npj Quantum Information, 11(1):125, July 2025.

Quantum Portfolio Optimization: An Extensive Benchmark Alleviating the quantum Big-M problem.npj Quantum Information, 11(1):125, July 2025

Reference 27

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Observation 2227bff3-a1a8-4723-ad50-0686bfe9285f · outbound

This paper cites A Continuous Optimization Approach for the Financial Portfolio Selection under Discrete Asset Choice Constraints.

Quantum Portfolio Optimization: An Extensive Benchmark A Continuous Optimization Approach for the Financial Portfolio Selection under Discrete Asset Choice Constraints

Reference 28

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Observation 9a535066-0ec0-4c67-acc5-76371d7047d5 · outbound

This paper cites Portfolio selection problems in practice: a comparison between linear and quadratic optimization models.

Quantum Portfolio Optimization: An Extensive Benchmark Portfolio selection problems in practice: a comparison between linear and quadratic optimization models

Reference 29

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Observation 3375232d-8228-444f-b92f-0cdccae4aab7 · outbound

This paper cites A Scalable Gradient-Based Optimization Framework for Sparse Minimum-Variance Portfolio Selection.

Quantum Portfolio Optimization: An Extensive Benchmark A Scalable Gradient-Based Optimization Framework for Sparse Minimum-Variance Portfolio Selection

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T15:59:25.534767Z

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Observation 0722c8ea-90d1-4234-a68e-1261fc9ba5c5 · outbound

This paper cites URL:https://www.ibm.com/docs/en/ icos/22.1.1?topic=cplex-meet.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://www.ibm.com/docs/en/ icos/22.1.1?topic=cplex-meet

Reference 31

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Observation 1f936be1-788f-412b-a54a-f0246ebdc275 · outbound

This paper cites Scaling Portfolio Diversification with Quantum Circuit Cutting Techniques.

Quantum Portfolio Optimization: An Extensive Benchmark Scaling Portfolio Diversification with Quantum Circuit Cutting Techniques

Reference 32

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Observation f0b71d3b-b3b2-42a4-9423-424be5d80f84 · outbound

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Quantum Portfolio Optimization: An Extensive Benchmark Unresolved cited work

Reference 33

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Observation a6252d8c-948d-4b8e-a358-d7f73cd4f488 · outbound

This paper cites Portfolio Selection.The Journal of Finance, 7(1):77–91, 1952.

Quantum Portfolio Optimization: An Extensive Benchmark Portfolio Selection.The Journal of Finance, 7(1):77–91, 1952

Reference 34

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Observation f54be612-9a45-4cb8-92ec-2edd770f6006 · outbound

This paper cites The interior-point revolution in optimization: History, recent developments, and lasting consequences.Bulletin of the American Mathematical Society, 42(1):39–56, September 2004.

Quantum Portfolio Optimization: An Extensive Benchmark The interior-point revolution in optimization: History, recent developments, and lasting consequences.Bulletin of the American Mathematical Society, 42(1):39–56, September 2004

Reference 35

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Observation d5424f40-2551-424f-b077-20b5f7c66d34 · outbound

This paper cites URL:https://finance.yahoo.com/quote/ %5EIXIC/.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://finance.yahoo.com/quote/ %5EIXIC/

Reference 36

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Observation 2b57ea8c-3f3c-4783-b69e-6270e8de6b37 · outbound

This paper cites URL:https://finance.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://finance

Reference 37

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Observation 6d8a89ae-9034-47c2-bc0f-3cc23a59014e · outbound

This paper cites The SCIP Optimization Suite 9.0.

Quantum Portfolio Optimization: An Extensive Benchmark The SCIP Optimization Suite 9.0

Reference 38

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Observation 6d48847e-9332-4f44-ab17-067c0b61d28a · outbound

This paper cites URL:https://www.gurobi.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://www.gurobi

Reference 39

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Observation 7524ba64-ea91-48c5-8591-18ae985f6355 · outbound

This paper cites Perspectives of quantum annealing: Methods and implementations.

Quantum Portfolio Optimization: An Extensive Benchmark Perspectives of quantum annealing: Methods and implementations

Reference 40

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Observation 53522028-8de7-4575-887f-7ec6083ea128 · outbound

This paper cites Adiabatic quantum computation.Reviews of Modern Physics, 90(1), 2018.doi: 10.1103/RevModPhys.90.015002.

Quantum Portfolio Optimization: An Extensive Benchmark Adiabatic quantum computation.Reviews of Modern Physics, 90(1), 2018.doi: 10.1103/RevModPhys.90.015002

Reference 41

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Observation b557d03e-210b-4a62-a7f7-a379779b5a73 · outbound

This paper cites Elsevier, 1961.

Quantum Portfolio Optimization: An Extensive Benchmark Elsevier, 1961

Reference 42

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Observation 9b68942d-2efc-4f56-8838-28ce8d45312d · outbound

This paper cites URL:https://www.dwavequantum.com/ solutions-and-products/systems/.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://www.dwavequantum.com/ solutions-and-products/systems/

Reference 43

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Observation fb76926f-629c-4b45-837a-00b58925248f · outbound

This paper cites Minor-Embedding in Adiabatic Quantum Computation: I. The Parameter Setting Problem.

Quantum Portfolio Optimization: An Extensive Benchmark Minor-Embedding in Adiabatic Quantum Computation: I. The Parameter Setting Problem

Reference 44

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Observation 0465cd27-259f-451e-bcd6-8a36acb79768 · outbound

This paper cites Minor-embedding in adiabatic quantum computation: II. Minor-universal graph design.

Quantum Portfolio Optimization: An Extensive Benchmark Minor-embedding in adiabatic quantum computation: II. Minor-universal graph design

Reference 45

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Observation ab0acab7-c54d-45ad-a7de-1b16d79beb3c · outbound

This paper cites URL:https://dwave-systemdocs.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://dwave-systemdocs

Reference 46

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Observation 44859ff2-80e8-4462-88ce-e9272bf819e3 · outbound

This paper cites Macready, and Aidan Roy.

Quantum Portfolio Optimization: An Extensive Benchmark Macready, and Aidan Roy

Reference 47

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Observation 20e515af-8b7a-4042-8f40-98c1da4adb57 · outbound

This paper cites Expectation values from the single-layer quantum approximate optimization algorithm on Ising problems.Quantum Science and Technology, 7(4):045036, October 2022.

Quantum Portfolio Optimization: An Extensive Benchmark Expectation values from the single-layer quantum approximate optimization algorithm on Ising problems.Quantum Science and Technology, 7(4):045036, October 2022

Reference 48

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Observation 3e5a6d3c-7d18-4544-b58b-ce5b7ec51a95 · outbound

This paper cites Towards a Linear-Ramp QAOA protocol: Evidence of a scaling advantage in solving some combinatorial optimization problems.

Quantum Portfolio Optimization: An Extensive Benchmark Towards a Linear-Ramp QAOA protocol: Evidence of a scaling advantage in solving some combinatorial optimization problems

Reference 49

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Observation 9fd89240-d7af-49b9-99d2-8a0c6a2f5287 · outbound

This paper cites URL:https://docs.scipy.org/doc/ scipy/reference/optimize.minimize-cobyla.html.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://docs.scipy.org/doc/ scipy/reference/optimize.minimize-cobyla.html

Reference 50

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Observation 1b61af8c-6944-4fc5-b399-733aece2d402 · outbound

This paper cites URL:https://qiskit.github.io/qiskit-aer/stubs/qiskit_ aer.AerSimulator.html.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://qiskit.github.io/qiskit-aer/stubs/qiskit_ aer.AerSimulator.html

Reference 51

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Observation 7dee9588-c144-41a4-9806-04abcf4588e9 · outbound

This paper cites URL:https://quantum.ibm.com/.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://quantum.ibm.com/

Reference 52

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Observation 2089a169-c8e7-4aee-b98b-d84203e2b140 · outbound

This paper cites original-date: 2019-08-02T10:10:41Z.

Quantum Portfolio Optimization: An Extensive Benchmark original-date: 2019-08-02T10:10:41Z

Reference 53

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Observation d3d00479-5692-42cd-a93e-f3e6588eef6e · outbound

This paper cites Page Version ID: 1311714758.

Quantum Portfolio Optimization: An Extensive Benchmark Page Version ID: 1311714758

Reference 54

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Observation 663543c6-7599-4414-950c-88db5af50aea · outbound

This paper cites URL:https://docs.dwavequantum.com/en/latest/ ocean/api_ref_samplers/index.html.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://docs.dwavequantum.com/en/latest/ ocean/api_ref_samplers/index.html

Reference 55

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Observation a955a433-f3b1-46cb-959c-431309a1c5bc · outbound

This paper cites original-date: 2018-08-28T02:14:30Z.

Quantum Portfolio Optimization: An Extensive Benchmark original-date: 2018-08-28T02:14:30Z

Reference 56

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Observation 0c2de7f1-23f2-4297-b8e9-fbbfad607d90 · outbound

This paper cites Benchmarking Quantum Computers: Towards a Standard Performance Evaluation Approach, July 2024.

Quantum Portfolio Optimization: An Extensive Benchmark Benchmarking Quantum Computers: Towards a Standard Performance Evaluation Approach, July 2024

Reference 57

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Observation e554b4a5-7b0d-4433-87c8-36cbfbba5aa0 · outbound

This paper cites URL:https://github.com/stopfereric/portfolio_opt_ benchmark.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://github.com/stopfereric/portfolio_opt_ benchmark

Reference 58

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Observation fd4d4689-0864-4103-9520-3da7810aa527 · outbound

This paper cites URL:https://github.com/ ranaroussi/yfinance.

Quantum Portfolio Optimization: An Extensive Benchmark URL:https://github.com/ ranaroussi/yfinance

Reference 59

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Observation 7c44ea70-f7d0-4bba-992f-ec68170cdcbf · outbound

This paper cites A practical heuristic for finding graph minors.

Quantum Portfolio Optimization: An Extensive Benchmark A practical heuristic for finding graph minors

Reference 2014

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