Full identifier: https://doi.org/10.48550/arXiv.2504.03866
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doi:10.48550/arXiv.2504.03866
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
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doi:10.48550/arXiv.2504.03866
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
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doi:10.48550/arXiv.2504.03866
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
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doi:10.48550/arXiv.2504.03866
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
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doi:10.48550/arXiv.2504.03866
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This summarizes the three main application areas identified by the authors: statistical methods (regression, Monte Carlo, dimensionality reduction), network analysis (community detection, flow optimization, phylogenetics), and dynamical systems modeling (ODEs/PDEs for population dynamics). Directly relevant to the systematic review's scope on quantum computing applications for biodiversity research.
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
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doi:10.48550/arXiv.2504.03866
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Illustrates the potential magnitude of quantum advantage for combinatorial optimization problems common in ecology. This exponential speedup scenario represents the theoretical upper bound of benefits, though practical realization depends on fault-tolerant quantum computing which is not yet available. Important context for setting realistic expectations in biodiversity applications.
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
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doi:10.48550/arXiv.2504.03866
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Critical limitation for practical applications - ecological and biodiversity data is inherently classical (species counts, GPS coordinates, environmental variables) and encoding it for quantum computation is non-trivial. This state preparation bottleneck is an essential caveat that may limit near-term practical benefits for biodiversity research.
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
assertion
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doi:10.48550/arXiv.2504.03866
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Important context about current hardware limitations. NISQ (Noisy Intermediate-Scale Quantum) devices are what researchers have access to today. Most ecological and biodiversity applications would need to use NISQ-compatible algorithms like QAOA and VQE in the near term, with more powerful fault-tolerant algorithms remaining a future prospect.
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
assertion
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doi:10.48550/arXiv.2504.03866
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Quantum computers will have a significant impact on ecology by improving the power of statistical tools, solve intractable problems in networks, and help understand the dynamics of large systems of interacting species.
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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links a nanopublication to its assertion
http://www.nanopub.org/nschema#hasAssertion
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doi:10.48550/arXiv.2504.03866
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For problems where a classical computer might require millions of years to find the optimal solution, a quantum computer could explore the solution space in parallel and arrive at an answer within a few hours.
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Anne Fouilloux
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2026-01-14T21:39:34.000Z
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