Paper Citation Record · LEDGER

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy

As of 21 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2507.20537.

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

pith.paper-citation-record.v1
2507.20537 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:45:00.708043Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

31 of 31 outbound references displayed

verified exact1
verified fuzzy12
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d4c8224e-1233-4287-8acd-8ad1a972810b · outbound

This paper cites A Survey on Quantum Machine Learning: Current Trends, Challenges, Opportunities, and the Road Ahead.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy A Survey on Quantum Machine Learning: Current Trends, Challenges, Opportunities, and the Road Ahead

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.542600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b41691f0-a8db-4bbe-a469-a25741a47caf · outbound

This paper cites Quantum computing in the nisq era and beyond,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Quantum computing in the nisq era and beyond,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.548787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d069a441-ba2d-4032-bd30-ad8df1a4f4bb · outbound

This paper cites A comparative analysis of hybrid-quantum classical neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy A comparative analysis of hybrid-quantum classical neural networks,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.555693Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e905b0aa-4423-4fdc-898d-c3c9bd1bebc7 · outbound

This paper cites Computational advantage in hybrid quantum neural networks: Myth or reality?,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Computational advantage in hybrid quantum neural networks: Myth or reality?,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.561757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e94c87-6460-4cd1-8cfd-ce17df6e2ea4 · outbound

This paper cites Design space exploration of hybrid quantum–classical neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Design space exploration of hybrid quantum–classical neural networks,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.566792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8b47247-6be9-4b65-90c6-c0fc514a4b72 · outbound

This paper cites Barren plateaus in quantum neural network training landscapes,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Barren plateaus in quantum neural network training landscapes,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.572500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e6004df-e31a-4c28-8190-df1b5a6c47ab · outbound

This paper cites Investigating the effect of noise on the training performance of hybrid quantum neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Investigating the effect of noise on the training performance of hybrid quantum neural networks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.350426Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7b2bccf1-327b-42bd-b605-19b4e1db24d5 · outbound

This paper cites Alleviating barren plateaus in parameterized quantum machine learning circuits: Investigating advanced parameter initializa- tion strategies,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Alleviating barren plateaus in parameterized quantum machine learning circuits: Investigating advanced parameter initializa- tion strategies,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.334637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1be6a63a-b62c-4612-b21b-06a8684c1bf0 · outbound

This paper cites The impact of cost function globality and locality in hybrid quantum neural networks on nisq devices,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy The impact of cost function globality and locality in hybrid quantum neural networks on nisq devices,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.591884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54b1082d-7e94-4bc3-9924-aad061bb6f50 · outbound

This paper cites HQNET: Harnessing Quantum Noise for Effective Training of Quantum Neural Networks in NISQ Era.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy HQNET: Harnessing Quantum Noise for Effective Training of Quantum Neural Networks in NISQ Era

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.596776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0e89d6f-f11e-4119-90c4-39a289b68fbe · outbound

This paper cites The unified effect of data encoding, ansatz expressibility and entanglement on the trainability of hqnns,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy The unified effect of data encoding, ansatz expressibility and entanglement on the trainability of hqnns,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.602727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a968b991-4531-4902-afda-45963cf140d8 · outbound

This paper cites The dilemma of random parameter initialization and barren plateaus in variational quantum algorithms,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy The dilemma of random parameter initialization and barren plateaus in variational quantum algorithms,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.298821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9e811a75-1f27-4116-986d-8f0951b50557 · outbound

This paper cites Resqnets: a residual approach for mit- igating barren plateaus in quantum neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Resqnets: a residual approach for mit- igating barren plateaus in quantum neural networks,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.614303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c6ebc71-44bf-4741-b749-cdfabc4b96ff · outbound

This paper cites ResQuNNs: Towards Enabling Deep Learning in Quantum Convolution Neural Networks.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy ResQuNNs: Towards Enabling Deep Learning in Quantum Convolution Neural Networks

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.619275Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5454bc62-7c87-4e1a-93a3-a1c33f62171d · outbound

This paper cites Cutting is All You Need: Execution of Large-Scale Quantum Neural Networks on Limited-Qubit Devices.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Cutting is All You Need: Execution of Large-Scale Quantum Neural Networks on Limited-Qubit Devices

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.624152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dce42154-6e20-48c8-af95-b1356adebbcd · outbound

This paper cites Noisy hqnns: A comprehensive analysis of noise robustness in hybrid quantum neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Noisy hqnns: A comprehensive analysis of noise robustness in hybrid quantum neural networks,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.273812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3973faa3-5053-459f-baae-1ab4b942453b · outbound

This paper cites Nrqnn: The role of observable selection in noise-resilient quantum neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Nrqnn: The role of observable selection in noise-resilient quantum neural networks,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.634024Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6617076e-5067-4482-8cd6-1f5ad8275ca8 · outbound

This paper cites Advqunn: A methodology for analyzing the adversarial robustness of quanvolutional neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Advqunn: A methodology for analyzing the adversarial robustness of quanvolutional neural networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.246132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 688262ff-7bf8-41a7-86a3-f9847558dbab · outbound

This paper cites Robqunns: A methodology for robust quanvolu- tional neural networks against adversarial attacks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Robqunns: A methodology for robust quanvolu- tional neural networks against adversarial attacks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.230509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 39454b98-933f-42f6-9101-f8d284f21746 · outbound

This paper cites Designing Robust Quantum Neural Networks via Optimized Circuit Metrics.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Designing Robust Quantum Neural Networks via Optimized Circuit Metrics

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:45:01.046553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cde88e1b-62d6-4303-ae9a-2752a45c2fbb · outbound

This paper cites Designing robust quantum neural networks via optimized circuit metrics,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Designing robust quantum neural networks via optimized circuit metrics,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.213254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7ee21c93-d529-4fdf-af51-fdbb2fdf518d · outbound

This paper cites FedQNN: Federated learning using quantum neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy FedQNN: Federated learning using quantum neural networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.195960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e911e77c-14a2-499d-be77-404bb32fc4c8 · outbound

This paper cites MQFL-FHE: Multimodal quantum federated learn- ing framework with fully homomorphic encryption,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy MQFL-FHE: Multimodal quantum federated learn- ing framework with fully homomorphic encryption,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.668116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 306639f4-f641-4d35-9ddd-e845e6f4e26e · outbound

This paper cites Financial fraud detection: a comparative study of quantum machine learning models,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Financial fraud detection: a comparative study of quantum machine learning models,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.178506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7811899b-668a-4ff2-999f-aa462b8d580e · outbound

This paper cites Comparative performance analysis of quantum machine learning architectures for credit card fraud detection,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Comparative performance analysis of quantum machine learning architectures for credit card fraud detection,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.678610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e3d80f8-ec6d-4a45-8929-021243cb8225 · outbound

This paper cites QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy QFNN-FFD: Quantum Federated Neural Network for Financial Fraud Detection

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.683239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2458a8dc-548b-4244-ad00-53277de4489c · outbound

This paper cites LEP-QNN: Loan eligibility prediction using quantum neural networks,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy LEP-QNN: Loan eligibility prediction using quantum neural networks,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.688713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9ccf02d-9e60-4155-b5c6-a86ccc12be5d · outbound

This paper cites Quantum state tomography using quantum machine learning,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Quantum state tomography using quantum machine learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.160696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 14aca403-52b0-4c51-b0a6-fd68f34d10ff · outbound

This paper cites Mqml: Multi-omic quantum machine learning based cancer classification, biomarker identification in human lung adenocarcinoma,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy Mqml: Multi-omic quantum machine learning based cancer classification, biomarker identification in human lung adenocarcinoma,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.145126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8f60bebb-1c78-4e9f-9af1-348cb0a44f09 · outbound

This paper cites QNN-VRCS: A quantum neural network for vehicle road cooperation systems,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy QNN-VRCS: A quantum neural network for vehicle road cooperation systems,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:01.128564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 60b0e1cb-f6d8-42e0-ad8c-619643aaf7e2 · outbound

This paper cites QUIET-SR: Quantum image enhancement transformer for single image super-resolution,.

Next-Generation Quantum Neural Networks: Enhancing Efficiency, Security, and Privacy QUIET-SR: Quantum image enhancement transformer for single image super-resolution,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:00.708043Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.