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Paper Citation Record · LEDGER

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments

As of 16 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2505.10969.

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

pith.paper-citation-record.v1
2505.10969 v2

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:02:48.027739Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:51:12.602548Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T15:51:13.034224Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy13
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fcb1ab2b-a846-44be-9c8d-3bb1c5b69939 · outbound

This paper cites Integrated sensing and communications: Toward dual-functional wireless networks for 6g and beyond,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Integrated sensing and communications: Toward dual-functional wireless networks for 6g and beyond,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.275537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:47.965521Z digest=sha256:84f7bbabb56cb741d6e9931473b601d8bb3c46fafecedb7c79715b7392908bf9

Observation 3fc2bc7d-5d12-478c-af94-289567e59d20 · outbound

This paper cites an unresolved cited work.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Unresolved cited work

Reference 2

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unresolved
raw_fallback, observed 2026-08-15T21:02:48.260277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:47.970908Z digest=sha256:66476e081291d69b4438b72cf7cbc2d0c9e884b143d3fb7d78a1834a56ed18a2

Observation 0cf4c78e-4fa7-4329-8c03-47b0591487fb · outbound

This paper cites Adaptive detection mode with threshold control as a function of spatially sampled-clutter- level estimates,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Adaptive detection mode with threshold control as a function of spatially sampled-clutter- level estimates,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.245291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:47.975888Z digest=sha256:3b3dc1e635001f2953ab3d17643e409ea41db27d3c596fea3de333ce3a0b9423

Observation 8ccce458-4869-42b0-982c-cb444bcec0a3 · outbound

This paper cites A new CFAR detector based on ordered statistics and cell averaging,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments A new CFAR detector based on ordered statistics and cell averaging,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.230067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:47.980976Z digest=sha256:0a2ef55489feae5eae8858784f422ce19fb62423ae31b7f2e5ecbd3e242efa9a

Observation d4af9f82-6603-4014-8fba-19385592c419 · outbound

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

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Deep Net- works for Direction-of-Arrival Estimation in Low SNR,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.214198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:47.986031Z digest=sha256:ec93004d25cb7d3d1e361aedd631cc6d3fec08c02a309d8ed5102022f5e510a2

Observation 4e32b81f-7f6e-412b-ad01-448906536849 · outbound

This paper cites Wireless Propagation Parameter Estimation with Convolutional Neural Networks (accepted),.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Wireless Propagation Parameter Estimation with Convolutional Neural Networks (accepted),

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.198762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:47.991048Z digest=sha256:990d7a9ae304b629cd03a723eea55d8286cae548677a1cdc81666558c7d96ee4

Observation 56d7a55f-760e-4df8-8ca1-8eb44b02586d · outbound

This paper cites Robustness of ISAC Waveforms to Power Amplifier Distortion,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Robustness of ISAC Waveforms to Power Amplifier Distortion,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.182651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:47.996497Z digest=sha256:2fe65af934ad4b297ecc9510cbc0ccb30e05eca22ce5b7f3b178bc9a82816730

Observation 72ebaef4-e406-45ae-9311-9a6b89828df9 · outbound

This paper cites 6G Integrated Sensing and Communication: From Vision to Realization,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments 6G Integrated Sensing and Communication: From Vision to Realization,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.167271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:48.001188Z digest=sha256:71a718658ef2745f8a1e8a9db2167e94f00e13c9d35058aac73e43ca55b0aa6a

Observation fe84a0c1-3e79-4807-ae8f-5f15e3adbf77 · outbound

This paper cites Survey on Integrated Sensing and Communication Performance Mod- eling and Use Cases Feasibility,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Survey on Integrated Sensing and Communication Performance Mod- eling and Use Cases Feasibility,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.149469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:48.005716Z digest=sha256:a017f375991b2e41a4814a589444b89b5f3b12b1c6c52721a1df2ecab927b46d

Observation 3827ebed-3a51-4f38-a984-c68294845b7e · outbound

This paper cites NR; Physical channels and modulation,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments NR; Physical channels and modulation,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.131601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:48.010410Z digest=sha256:1935278a3fa4e1941b25eefb050a333ed436a47aee4f671d6d03ff46cf554d5e

Observation 178a656f-6f92-443f-8b21-dd304b5650b2 · outbound

This paper cites Design of limiting amplifier models for nonlinear amplify-and- forward distributed estimation,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Design of limiting amplifier models for nonlinear amplify-and- forward distributed estimation,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.114631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:48.015073Z digest=sha256:5d98bcfa060ca194eb75581232be5c910e7021325e5e59fd605e381079850003

Observation 9d983df0-6153-4f6d-91f7-9e7788f792ec · outbound

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

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Grid-free Harmonic Retrieval and Model Order Selection using Deep Convolutional Neural Networks,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.098074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:48.019374Z digest=sha256:2b7109834ae39c428fff9ef58ab2a60c1451ea832446fa4624a8459709055c8b

Observation 79fc1ea1-ec52-4a83-b1dd-e6b906f252a6 · outbound

This paper cites Adam: A Method for Stochastic Optimization,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Adam: A Method for Stochastic Optimization,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.080580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:48.023484Z digest=sha256:ccc696f36bc63a81b8f9b07a07e3bfe62f8fa90b8bb4dd3ee5e1c35cdeb650ff

Observation 35a2f112-f114-4afd-8203-f1e60e62f877 · outbound

This paper cites Spectrum estimation and harmonic analysis,.

Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments Spectrum estimation and harmonic analysis,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T21:02:48.063450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-15T21:02:48.027739Z digest=sha256:3d259f76b45307718c8ab3cda48d2ff7eb5c33418b25d8efc95f99a689cf03ba

Pith citing papers

Observation 640d0294-2f59-4cd8-a74d-700f533fe116 · inbound

Integrated Radio Sensing Capabilities for 6G Networks: AI/ML Perspective cites this paper.

Integrated Radio Sensing Capabilities for 6G Networks: AI/ML Perspective Benchmarking CFAR and CNN-based Peak Detection Algorithms in ISAC under Hardware Impairments

Reference 70

Resolution
verified exact
local_arxiv, observed 2026-08-06T15:51:13.037141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-06T15:51:12.602548Z digest=sha256:105ca595b02c70f5a38a4ae5306a70b1bbc9894b712059dc9554437cde2520fb