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Paper Citation Record · LEDGER

Quantum Natural Gradient

As of 15 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 7 inbound Pith citation observations for arXiv:1909.02108.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
1909.02108 v3

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T05:09:38.567787Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 7 of 7 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T10:07:59.312011Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-01T13:15:45.240245Z

Reference resolution

36 of 36 outbound references displayed

  • verified exact6
  • verified fuzzy3
  • unresolved26
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9d05be3f-f1cd-4dc8-aa44-4be4f214f081 · outbound

This paper cites Natural gradient works efficiently in learning.

Quantum Natural Gradient Natural gradient works efficiently in learning

Reference 1

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source=pdf_text observed=2026-08-14T05:09:38.431425Z digest=sha256:7e10503649aae93e7526681dc929d4c6658b6f5965ed5894a85dda1259f4d80d

Observation f99d630d-574f-4b6f-8872-f436912c0e19 · outbound

This paper cites PennyLane: Automatic differentiation of hybrid quantum-classical computations.

Quantum Natural Gradient PennyLane: Automatic differentiation of hybrid quantum-classical computations

Reference 2

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source=pdf_text observed=2026-08-14T05:09:38.436637Z digest=sha256:05a53d712fcfb4c9d1dbdc55e90d8209e2a2aa399ece6a9bcdc8ece3d83a0c6d

Observation 23aa7502-2f03-438b-a5fe-b6079a6bb3c9 · outbound

This paper cites Geometric speed limit of accessible many-body state preparation.

Quantum Natural Gradient Geometric speed limit of accessible many-body state preparation

Reference 3

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doi, observed 2026-08-14T05:09:38.739862Z

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source=pdf_text observed=2026-08-14T05:09:38.440943Z digest=sha256:b10574e63f07238f6ad480d9ad9609cebc997cf6f34de12464c833b79f498a38

Observation 78d47f9d-bbba-4e9c-8376-e11814814355 · outbound

This paper cites Localization and glassy dynamicsofmany-bodyquantumsystems.

Quantum Natural Gradient Localization and glassy dynamicsofmany-bodyquantumsystems

Reference 4

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T05:09:38.445059Z digest=sha256:02c737687f1bb70fc49a29d5499ea5c50cec70cb2e9da3e58b744baa6090caff

Observation 70e4eaba-099d-4fe2-8405-6b2db32cba92 · outbound

This paper cites Light-cone effect and supersonic correlations in one-and two-dimensional bosonic superfluids.

Quantum Natural Gradient Light-cone effect and supersonic correlations in one-and two-dimensional bosonic superfluids

Reference 5

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source=pdf_text observed=2026-08-14T05:09:38.449303Z digest=sha256:72ea80210289fde1022dc01fc89df513fe86a2bf5ec1822fd93e96ef4ca86da9

Observation d29c651d-076e-4643-93d3-843922ea7885 · outbound

This paper cites Demonstration of Adiabatic Variational Quantum Computing with a Superconducting Quantum Coprocessor.

Quantum Natural Gradient Demonstration of Adiabatic Variational Quantum Computing with a Superconducting Quantum Coprocessor

Reference 6

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-14T05:09:38.453176Z digest=sha256:d47c1dc58c97cafa43b97c8f58427214485d99ffd0ccabfe305fc3d2e230952f

Observation 9a5e63dd-464d-442e-8170-8dc57dbc8eb4 · outbound

This paper cites Efficient quantum measurement of Pauli operators in the presence of finite sampling error.

Quantum Natural Gradient Efficient quantum measurement of Pauli operators in the presence of finite sampling error

Reference 7

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source=pdf_text observed=2026-08-14T05:09:38.456809Z digest=sha256:daa4f959ec8005edcca820a456548c4a4d4d542333b915728c4d021e0ca9ce91

Observation 252f4d6a-1513-4168-8fa7-a40253ba250d · outbound

This paper cites The Expressive Power of Parameterized Quantum Circuits.

Quantum Natural Gradient The Expressive Power of Parameterized Quantum Circuits

Reference 8

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source=pdf_text observed=2026-08-14T05:09:38.460404Z digest=sha256:ce1a77d47ddd8afee24bf1b127b7c195364d7b4b5d20cd4822f74c280d453ec0

Observation 457b5001-70d2-4754-b263-04f92116ab05 · outbound

This paper cites Classification with Quantum Neural Networks on Near Term Processors.

Quantum Natural Gradient Classification with Quantum Neural Networks on Near Term Processors

Reference 9

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source=pdf_text observed=2026-08-14T05:09:38.464411Z digest=sha256:dc6308a8090349514b1ac0e837218f272ae5882f47a1e88966f3cbbedeb0ac6f

Observation e75382e1-6dee-4956-b64d-a2da4d151256 · outbound

This paper cites A Quantum Approximate Optimization Algorithm.

Quantum Natural Gradient A Quantum Approximate Optimization Algorithm

Reference 10

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source=pdf_text observed=2026-08-14T05:09:38.468746Z digest=sha256:eb533c6dd204d3e2c71a1155f7f55016b2c0dda9135c75a64f3917e2f87c2f0e

Observation 08f1285c-96c5-4c16-9d3a-21cf9fe8f6ff · outbound

This paper cites Minimizing State Preparations in Variational Quantum Eigensolver by Partitioning into Commuting Families.

Quantum Natural Gradient Minimizing State Preparations in Variational Quantum Eigensolver by Partitioning into Commuting Families

Reference 11

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source=pdf_text observed=2026-08-14T05:09:38.472556Z digest=sha256:f2665bab027c0d8e1a74a8353a9488ae8e104af134f9481d14fa3d93f356c1a8

Observation c191abf7-8f5a-4aa9-a46e-d1c352e09108 · outbound

This paper cites Practical optimization for hybrid quantum-classical algorithms.

Quantum Natural Gradient Practical optimization for hybrid quantum-classical algorithms

Reference 12

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source=pdf_text observed=2026-08-14T05:09:38.476528Z digest=sha256:83c3ebcb0c869415cbeb6a917fdc70b5227cdb24852229dbe6ade837ce13cdea

Observation 274fb39a-3609-4694-8be6-0e792dd32fff · outbound

This paper cites Low-depth gradient measurements can improve convergence in variational hybrid quantum-classical algorithms.

Quantum Natural Gradient Low-depth gradient measurements can improve convergence in variational hybrid quantum-classical algorithms

Reference 13

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source=pdf_text observed=2026-08-14T05:09:38.481184Z digest=sha256:3fd7f4dbedbbc06b1ba71cede0b913373e696364780a788f938ccdbdd1313b15

Observation 5f9bc4e0-80a1-4cee-9f17-1a4c01cb5ecf · outbound

This paper cites Towards quantum machine learning with tensor networks.Quantum Science and Technology, 4:024001, 2018.

Quantum Natural Gradient Towards quantum machine learning with tensor networks.Quantum Science and Technology, 4:024001, 2018

Reference 14

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source=pdf_text observed=2026-08-14T05:09:38.485766Z digest=sha256:707f551b103d49992f9cc41237dbe58ab57f08dd3de07737b7ec0342ccb8d939

Observation c337c917-3b50-45fa-ada0-1014f1ea8d40 · outbound

This paper cites Three Factors Influencing Minima in SGD.

Quantum Natural Gradient Three Factors Influencing Minima in SGD

Reference 15

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source=pdf_text observed=2026-08-14T05:09:38.489996Z digest=sha256:9b1f3173b50e45195279504ef02a8ba916bf128149b7309b332481ba4c86c3ff

Observation c5f578fc-dc6c-4ecf-a2e0-6cb510d86b97 · outbound

This paper cites Robust quantum compilation and circuit optimisation via energy minimisation.

Quantum Natural Gradient Robust quantum compilation and circuit optimisation via energy minimisation

Reference 16

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source=pdf_text observed=2026-08-14T05:09:38.494504Z digest=sha256:7d77e84e20ad72d0cbe9081f5aae5daa6cbc2dfbe6453a64380d895d86de3f72

Observation 96ecb239-8867-4e61-8ee4-f1f513ebd631 · outbound

This paper cites Variational quantum algorithms for discovering hamiltonian spectra.Physical Review A, 99(6):062304, 2019.

Quantum Natural Gradient Variational quantum algorithms for discovering hamiltonian spectra.Physical Review A, 99(6):062304, 2019

Reference 17

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source=pdf_text observed=2026-08-14T05:09:38.498382Z digest=sha256:e50813aa7a6e60dcf9c93957fb62035f70d620af3b435e9301c488cbfae476b3

Observation 7004fd3b-478a-4f60-87db-b4ccdad0752f · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Quantum Natural Gradient Adam: A Method for Stochastic Optimization

Reference 18

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source=pdf_text observed=2026-08-14T05:09:38.501939Z digest=sha256:6904188c39e31b71e01be44365c18029e0ee8f4b38b631b866daf5ccff084438

Observation 4f21bc30-5164-4960-a993-9b523b505559 · outbound

This paper cites Geometry and non- adiabatic response in quantum and classical systems.

Quantum Natural Gradient Geometry and non- adiabatic response in quantum and classical systems

Reference 19

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source=pdf_text observed=2026-08-14T05:09:38.505432Z digest=sha256:4773ffd39b2446a232723e6fda94740210de8ac0cc3b49dfa468ec9a7a95ad3d

Observation a0569a92-cee9-4fa5-9b09-a6f92555a014 · outbound

This paper cites Springer, 1981.

Quantum Natural Gradient Springer, 1981

Reference 20

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T05:09:38.509002Z digest=sha256:786b5b0a1d101b2d55dd409af1533d9fd28462d3fde1fecd2d7cf1c11fbe4506

Observation 11a09ce2-5628-41d8-8df8-fe023cb37b8d · outbound

This paper cites Efficient variational quantum simulator incorporating active error minimization.

Quantum Natural Gradient Efficient variational quantum simulator incorporating active error minimization

Reference 21

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source=pdf_text observed=2026-08-14T05:09:38.512176Z digest=sha256:291a3b986739a7379c295a80cd67c4184493b4aed6cadfb1696e9bba72f85977

Observation b3ccd8d3-b6bc-4b6b-9d87-3e4faa41957c · outbound

This paper cites Fisher-rao metric, ge- ometry, and complexity of neural networks.

Quantum Natural Gradient Fisher-rao metric, ge- ometry, and complexity of neural networks

Reference 22

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raw_fallback, observed 2026-08-14T05:09:38.918020Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T05:09:38.515533Z digest=sha256:c2bd294a42c5534141db24a590b3c6922c2b482541e35df2450de47dcd962fa6

Observation 211e172d-33bc-4a59-8a26-9fa03c7ffca3 · outbound

This paper cites Varia- tional ansatz-based quantum simulation of imaginary time evolution.npj Quantum Information, 5(1):1–6, 2019.

Quantum Natural Gradient Varia- tional ansatz-based quantum simulation of imaginary time evolution.npj Quantum Information, 5(1):1–6, 2019

Reference 23

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source=pdf_text observed=2026-08-14T05:09:38.519559Z digest=sha256:4e343f1c957576c18d08abd751272006f61ad063f1ae2bce11de4d623d47ae52

Observation 155f24ae-109f-4f34-a5f4-c1f2805d2d61 · outbound

This paper cites Barren plateaus in quantum neural network training landscapes.Nature communications, 9(1): 4812, 2018.

Quantum Natural Gradient Barren plateaus in quantum neural network training landscapes.Nature communications, 9(1): 4812, 2018

Reference 24

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source=pdf_text observed=2026-08-14T05:09:38.523316Z digest=sha256:cc5d5766d4e6b11ee52d5db53fec207b6b7654301b979b41d50a168d493e9950

Observation b9a13dba-0ce5-4f79-a321-faff3ed39658 · outbound

This paper cites Quantumcircuitlearning.

Quantum Natural Gradient Quantumcircuitlearning

Reference 25

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source=pdf_text observed=2026-08-14T05:09:38.527428Z digest=sha256:5dadc0abbfbf068ba52c582fb57cad3c440ae2760b3437834ac385380dca0363

Observation 27282a39-c085-48de-be52-589f15d10d5f · outbound

This paper cites Path-SGD: Path-normalized optimization in deep neural networks.

Quantum Natural Gradient Path-SGD: Path-normalized optimization in deep neural networks

Reference 26

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source=pdf_text observed=2026-08-14T05:09:38.530886Z digest=sha256:9a5a25f055909d24bcdbc22a4b64e696705ee929e413b7fc02aba7231088fabf

Observation 8334506b-478b-4af0-8748-66d28fc4ddb7 · outbound

This paper cites A variational eigenvalue solver on a photonic quantum processor.

Quantum Natural Gradient A variational eigenvalue solver on a photonic quantum processor

Reference 27

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source=pdf_text observed=2026-08-14T05:09:38.534314Z digest=sha256:938c27d5e0cda8cdfe6d9c6935a86aa8efa9d125e7fd57d77a39a03c7c1eb57b

Observation 10a3015f-e84e-43d6-826c-726382627d03 · outbound

This paper cites Information-geometry of quantum states.

Quantum Natural Gradient Information-geometry of quantum states

Reference 28

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doi, observed 2026-08-14T05:09:38.641703Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T05:09:38.538150Z digest=sha256:40db93e48a9a18de25eb13ba564e0a65af2b7ffbba8bded9bb4419dffc5de91e

Observation f317ec49-76f4-48e2-ae44-d41e306d6e2f · outbound

This paper cites Quantum computing in the NISQ era and beyond.Quantum, 2:79, 2018.

Quantum Natural Gradient Quantum computing in the NISQ era and beyond.Quantum, 2:79, 2018

Reference 29

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source=pdf_text observed=2026-08-14T05:09:38.541677Z digest=sha256:a708c0724a02c3b5e4bcb3f01c6c9af8fcf811a53814d72da1acec593a037941

Observation a69ea921-07db-4445-af76-5171c96a9e3b · outbound

This paper cites Circuit-centric quantum classifiers.

Quantum Natural Gradient Circuit-centric quantum classifiers

Reference 30

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source=pdf_text observed=2026-08-14T05:09:38.546044Z digest=sha256:66aa2ea9d5cd8d7be5440a3f7aa7c4532f29dbc2e477a3473bedd446b1966262

Observation b99c231e-c58e-460c-a9e1-1d44dd4b92c3 · outbound

This paper cites Evaluat- ing analytic gradients on quantum hardware.

Quantum Natural Gradient Evaluat- ing analytic gradients on quantum hardware

Reference 31

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source=pdf_text observed=2026-08-14T05:09:38.549998Z digest=sha256:e1d204686d75482febbdd75b7983a63ce52f5aeef9ab1a67929ad516b7daa864

Observation 13f9a0dd-03bd-4574-858d-8279dc3e4253 · outbound

This paper cites Weak binding between two aromatic rings: Feeling the van der waals attraction by quantum monte carlo methods.The Journal of Chemical Physics, 127(1):014105, 2007.

Quantum Natural Gradient Weak binding between two aromatic rings: Feeling the van der waals attraction by quantum monte carlo methods.The Journal of Chemical Physics, 127(1):014105, 2007

Reference 32

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source=pdf_text observed=2026-08-14T05:09:38.553535Z digest=sha256:950d0b0e0ad1b262477a6ffa628364efe6c2b294d4784e736006a415b4d32966

Observation 92e5b680-c9f5-4b89-bd32-fc4682ad220b · outbound

This paper cites Multivariate stochastic approximation using a simultaneous perturbation gradient approximation.

Quantum Natural Gradient Multivariate stochastic approximation using a simultaneous perturbation gradient approximation

Reference 33

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source=pdf_text observed=2026-08-14T05:09:38.557342Z digest=sha256:8317b07d7bf029fac959fa34f3121ac38b9201cab4330822e1952aeb78c21542

Observation 928e527c-c5e1-4ff4-adb9-2df64ca9e79b · outbound

This paper cites Geometric phases in physics.Geometric Phases In Physics.

Quantum Natural Gradient Geometric phases in physics.Geometric Phases In Physics

Reference 34

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source=pdf_text observed=2026-08-14T05:09:38.561005Z digest=sha256:f1aa6ccbb4a5574e0b887c5712aff9a916c8e543207eb5e7b32ae568eb401120

Observation a3edfaf9-dd9a-4018-812b-0db834ed74b6 · outbound

This paper cites PennyLane source code.

Quantum Natural Gradient PennyLane source code

Reference 35

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raw_fallback, observed 2026-08-14T05:09:38.894761Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-14T05:09:38.564555Z digest=sha256:820adbc55e16b56a49d7a959882f04d04920a377f798d54d787b4bfb7a80cd9f

Observation 8d5bfe95-831a-4440-812e-82e54813be3c · outbound

This paper cites Theory of variational quantum simulation.Quantum, 3:191, 2019.

Quantum Natural Gradient Theory of variational quantum simulation.Quantum, 3:191, 2019

Reference 36

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source=pdf_text observed=2026-08-14T05:09:38.567787Z digest=sha256:895d9a6e1724cd39b0f34cf6c0fe8d80abaa608ec9f3daa78b31ad0153aae29a

Pith citing papers

Observation 6ca69204-8774-411b-addf-3b848837cd6d · inbound

PennyLane: Automatic differentiation of hybrid quantum-classical computations cites this paper.

PennyLane: Automatic differentiation of hybrid quantum-classical computations Quantum Natural Gradient

Reference 62

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arxiv_id, observed 2026-05-10T15:14:44.149227Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-10T15:14:44.070015Z digest=sha256:643e1ef865c889663d672b0f7995a4b24527b4d10f7d6d78ea76f128e089e665

Observation d3e5fc10-b562-4b01-9c55-3938957e67de · inbound

Variational Thermal State Preparation on Digital Quantum Processors Assisted by Matrix Product States cites this paper.

Variational Thermal State Preparation on Digital Quantum Processors Assisted by Matrix Product States Quantum Natural Gradient

Reference 59

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arxiv_id, observed 2026-05-18T04:05:50.928542Z

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-18T04:03:11.490764Z digest=sha256:cee2c1af447711ec7f7e7c1d528c62bc1189e144c7e627fb5a45667315df5954

Observation 14d21351-1ea9-4fc0-a675-1a0286484ae7 · inbound

Loss-aware state space geometry for quantum variational algorithms cites this paper.

Loss-aware state space geometry for quantum variational algorithms Quantum Natural Gradient

Reference 58

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arxiv_id, observed 2026-05-10T22:35:49.685200Z

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Observation 647b7e26-be04-486f-bcd3-2783b1fa18a4 · inbound

Evaluating quantum circuits in the reservoir computing paradigm cites this paper.

Evaluating quantum circuits in the reservoir computing paradigm Quantum Natural Gradient

Reference 13

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arxiv_id, observed 2026-05-11T16:41:26.355922Z

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Observation e01355bc-4714-422c-bab1-7f41bb30e4fa · inbound

Evaluating quantum circuits in the reservoir computing paradigm cites this paper.

Evaluating quantum circuits in the reservoir computing paradigm Quantum Natural Gradient

Reference 13

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arxiv_id, observed 2026-07-01T13:15:45.241678Z

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Observation 3e7ea8d5-82ef-413e-a07f-cae1c44e932c · inbound

Quantum encodings that preserve persistent homology cites this paper.

Quantum encodings that preserve persistent homology Quantum Natural Gradient

Reference 191

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arxiv_id, observed 2026-06-29T11:53:24.310196Z

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Observation f59bb16b-ecc1-4143-9cd7-b59259e3e8ad · inbound

Spectral Geometry and Bosonic-Bloch Probes: Explorations in Quantum Learning cites this paper.

Spectral Geometry and Bosonic-Bloch Probes: Explorations in Quantum Learning Quantum Natural Gradient

Reference 97

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no resolver link, observed 2026-07-12T10:07:59.312011Z

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