Pith. sign in

Paper Citation Record · LEDGER

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

As of 22 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 2026-08-22T06:32:14.747728+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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:03.635575Z digest=sha256:e287a099a718ff01390069891a0b84c2dc6204b6a595d88786c9071d5cacd77b

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:03.798248Z digest=sha256:669f3a1f41b49ac7c05064d0860fab7bb1724d7a9138bf70bc72d3f399892658

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:03.967484Z digest=sha256:d08543cbab3c65641a9a36be85508c992c8f47ea884eea15f1b842bf6b41bb9b

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=sha256:068f54dcb7f6366eb3ced0d6f1f85b77ab8781aec7e63ce6a9a6454a65bb5846

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:04.330181Z digest=sha256:54068a9274dbce8b3c5e5fc0227c0bc12f51e69088f30b255cd65179b9353405

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:04.462595Z digest=sha256:e63f78114ecd7f8d9466497df7491ad09697b829d82007c3e1b8a0094226feef

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:04.659172Z digest=sha256:11294409550fded19d048280e17ebb08bc7204262e931a48cae165e4c7acb0fd

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=sha256:87b3c0037a745a9af6d00b7aac2f8157e7af17e8c5507e11580134409c1e61e2

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:05.093293Z digest=sha256:889df6f0a83bf7599c2ccf4b21525c5212a0e7f0773d1c4e21190f8efbde2c7f

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

Resolution
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=sha256:6b67b562c166bf8c22a3ef7da0832771eaa83a6d8185ee1995d99f016d147ba1

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=sha256:5fac61b2c223559c3812d83a7612208ff2f5675938ad5c6903896ce2fa958666

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:f30cd55abc0004946a4b4b77bc57c1c41f38767b93fee8e62fe1bd009333c8a4

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:05.803737Z digest=sha256:d856cc7611e05796a6fd36d8468220b4c08b3a2ebd1f42615beb715c7fd4dbd8

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 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T20:47:05.935449Z digest=sha256:61df1252aac4833ec5e94d85e6b706bf1d22c4a43ec0cdbec239ec6170f86361

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:bcd187099ca8b2af3658c290e5134602ec97c8d2a0ef0c9d6c4f9ec4cc5f1a97

Pith citing papers

No inbound Pith citation observations are available.