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Paper Citation Record · LEDGER

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems

As of 7 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2507.01799.

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

pith.paper-citation-record.v1
2507.01799 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:47:05.935449Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+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

15 of 15 outbound references displayed

  • verified exact1
  • verified fuzzy4
  • unresolved5
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 59994520-c39d-4749-b8ec-689fea1bbfd7 · outbound

This paper cites Robust DoA Estimation Using Denoising Autoencoder and Deep Neural Networks,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Robust DoA Estimation Using Denoising Autoencoder and Deep Neural Networks,

Reference 1

Resolution
malformed identifier
raw_fallback, observed 2026-08-06T20:47:07.649755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:03.635575Z digest=sha256:b5a72cf07397aeac3069f01ea1e19b24c061f30973ca6fefacde80c9649f9f04

Observation 81c8c0ce-bfee-4217-93c9-1a1682edc019 · outbound

This paper cites Direction-of-Arrival Estimation Based on Deep Neural Networks With Robustness to Array Imperfections,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Direction-of-Arrival Estimation Based on Deep Neural Networks With Robustness to Array Imperfections,

Reference 2

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T20:47:07.431073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:03.798248Z digest=sha256:2c545f9bbbbabc8efdba62a6f0a96e742a96a19741ae15cc21a25cdba6bb184c

Observation d440a886-f0a8-4f27-885a-cd08a2b7d2e8 · outbound

This paper cites Deep Networks for Direction-of-Arrival Estimation in Low SNR,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Deep Networks for Direction-of-Arrival Estimation in Low SNR,

Reference 3

Resolution
verified exact
doi, observed 2026-08-06T20:47:06.180255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:03.967484Z digest=sha256:4a7c3ce9b58c852b36a30d38613b072460050ba603bdce368b4f5165e7f481c2

Observation 79e8c66c-8db7-4ccd-a626-1227fd70d1d6 · outbound

This paper cites SubspaceNet: Deep Learning-Aided Subspace Methods for DoA Estimation,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems SubspaceNet: Deep Learning-Aided Subspace Methods for DoA Estimation,

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T20:47:04.133311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:04.133311Z digest=sha256:a21ede6b69a2c909dd463dd07620e34ade46f4ce5ba61334396278deb7da71a8

Observation e8d316d9-f510-46ed-bc33-58a4208426b0 · outbound

This paper cites Grid-free Harmonic Retrieval and Model Order Selection using Deep Convolutional Neural Networks,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Grid-free Harmonic Retrieval and Model Order Selection using Deep Convolutional Neural Networks,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:08.356895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:04.330181Z digest=sha256:bd22f4ceef5636c129492d5666426f7a9c5d343483263ab926c4613361202135

Observation 02673d78-daed-4779-9939-7bf987dafb71 · outbound

This paper cites Cooperative Passive Coherent Location: A Promising 5G Service to Support Road Safety,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Cooperative Passive Coherent Location: A Promising 5G Service to Support Road Safety,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:08.172032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:04.462595Z digest=sha256:8c7bb0509eb7372c9bdfd21de3697ab0f93e9fc1b17b9e0043fa3c6f30516d3f

Observation 411d8501-1f1a-4966-9ed8-ecf59a081647 · outbound

This paper cites Feasibility of Non-Line-of-Sight Integrated Sensing and Communication at mmWave,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Feasibility of Non-Line-of-Sight Integrated Sensing and Communication at mmWave,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:08.002258Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:04.659172Z digest=sha256:90b28a91ca7cc8188a56e5e4677de582d5902ff09610532341fec0fac09e4937

Observation c6c55e45-9e80-40b2-8a0f-a0b917f8512b · outbound

This paper cites Joint Optimization of Geometric and Probabilistic Constellation Shaping for OFDM-ISAC Systems,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Joint Optimization of Geometric and Probabilistic Constellation Shaping for OFDM-ISAC Systems,

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T20:47:04.954700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:04.954700Z digest=sha256:1a78ea2dd9b1c69be0cb2a1e8c7f5ee176986efee56f05a4a3cc078334774326

Observation fe9d70a1-4a02-44b3-a2c3-e64dd4f27c70 · outbound

This paper cites Joint Radar and Communications: Architectures, Use Cases, Aspects of Radio Access, Signal Processing, and Hardware,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Joint Radar and Communications: Architectures, Use Cases, Aspects of Radio Access, Signal Processing, and Hardware,

Reference 9

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T20:47:07.031755Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:05.093293Z digest=sha256:ba523d080bde5d9c9b7ca31dcbe65b7ba0249e3a4ada38cfa257742bb7e13dda

Observation 3c608c31-027c-42a2-8152-4f13c202f683 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Adam: A Method for Stochastic Optimization

Reference 10

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unresolved
no resolver link, observed 2026-08-06T20:47:05.260164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:05.260164Z digest=sha256:9b7f915d7e1751af1276e07926db4440b9e5bcc386945ac028b4b7df49e08193

Observation 77738273-7cdf-4d9d-b59c-7c23749afd48 · outbound

This paper cites Spectrum estimation and harmonic analysis,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Spectrum estimation and harmonic analysis,

Reference 11

Resolution
malformed identifier
no resolver link, observed 2026-08-06T20:47:05.420824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:05.420824Z digest=sha256:f1260b54b105ab4403ec62c60e3313ccb403d78fa9e23f315bc35502dae125a3

Observation e46bb5d1-3cbf-4182-ad55-7c35412524b8 · outbound

This paper cites Measurement Testbed for Radar and Emitter Localization of UA V at 3.75 GHz,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Measurement Testbed for Radar and Emitter Localization of UA V at 3.75 GHz,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T20:47:05.626158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:05.626158Z digest=sha256:96a4a2e47dbfe54a3a96bf68d3eddbfbc28f38c2aba9c535ce0341609a274e70

Observation e853bedf-2289-46f2-a16b-0b72aed0efed · outbound

This paper cites A dataset for the study of ISAC-based UA V sensing in U-Space,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems A dataset for the study of ISAC-based UA V sensing in U-Space,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:47:07.809358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:05.803737Z digest=sha256:85bbc0ad737c0215a837bfd740056aeb3e8dabb513117f52616ccaa4f8729f50

Observation 7459bc89-1f5c-481f-8157-a4d777362249 · outbound

This paper cites Scalable Undersized Dataset RF Classification: Using convolutional multistage training,.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Scalable Undersized Dataset RF Classification: Using convolutional multistage training,

Reference 14

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T20:47:06.549623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-06T06:34:29.942622+00:00.

source=pdf_text observed=2026-08-06T20:47:05.935449Z digest=sha256:63c8daba6aa23f3226c0301aadbb03f62be0b455008cae71ab5c39164d9f936e

Observation 146fb696-2e7f-49c8-a286-6ea74f8988cf · outbound

This paper cites an unresolved cited work.

Measurement-based Evaluation of CNN-based Detection and Estimation for ISAC Systems Unresolved cited work

Reference 2024

Resolution
unresolved
no resolver link, observed 2026-08-06T20:47:04.791367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T20:47:04.791367Z digest=sha256:38c28877a344e15d67bb5459432019efb73a7ad6f9886d1926217b9fd0a9a5a1

Pith citing papers

No inbound Pith citation observations are available.