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Paper Citation Record · LEDGER

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning

As of 23 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2504.19030.

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

pith.paper-citation-record.v1
2504.19030 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:06:50.340765Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

24 of 24 outbound references displayed

  • verified exact0
  • verified fuzzy17
  • unresolved7
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ae3f2715-a34e-45be-95d7-42605c5d5f63 · outbound

This paper cites an unresolved cited work.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:06:50.710161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.235279Z digest=sha256:33feed85fd18dcf260cf494fa4d12e99ab08cc20e9f9a62b50d553c315dab3be

Observation bcedb3d8-7a12-4fe0-9051-ada5921ded58 · outbound

This paper cites an unresolved cited work.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:06:50.696187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.240673Z digest=sha256:8097521cee9bc41427ad643d91003019632c678cd557a8681e4772e63664ff57

Observation 8906b7e5-faa6-478b-b305-76ea11ba6c1e · outbound

This paper cites Kheddar, M.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Kheddar, M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.682716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.245152Z digest=sha256:af2e8cc8313525ed30debab4030f9f3398377756734a5a26a80c0415e7411fbc

Observation dfb83046-abf1-41f7-ba22-7458db5d320c · outbound

This paper cites Ellis, Yamnet: A pretrained audio event classifier (2019).

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Ellis, Yamnet: A pretrained audio event classifier (2019)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.668870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.249734Z digest=sha256:9eb47efc695fbfb5a7a4325d4c3085bf28431c479f7829a7f55e0b1148ff4446

Observation 583a463b-7596-481a-8482-348afd493ebe · outbound

This paper cites Warden, Speech commands: A public dataset for single-word speech recognition, Dataset available from http://download.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Warden, Speech commands: A public dataset for single-word speech recognition, Dataset available from http://download

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.655223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.254681Z digest=sha256:9cfbb68a418c8a836fa3ead3b7b3bf3d1089b41ea90eeff264267e8de0ccbce8

Observation dfa5c38c-7db3-4a38-a617-3f9128ee5def · outbound

This paper cites Chen, A hidden markov optimization model for processing and recognition of english speech feature signals, Journal of Intelligent Systems 31 (1) (2022) 716–725.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Chen, A hidden markov optimization model for processing and recognition of english speech feature signals, Journal of Intelligent Systems 31 (1) (2022) 716–725

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.641097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.259629Z digest=sha256:5b1acfe5cdf28d5cfa9f6182b173da40392add35673e364f4825d4203f5f0dd2

Observation 92d8323e-d3cc-474b-a1a1-7471c7314dd2 · outbound

This paper cites Saravanan, E.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Saravanan, E

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.626876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.264732Z digest=sha256:cd4bf38db7624238638472c4a89f2d7700fa32aa6406fa5e1bed0253d7a76ad2

Observation c6dd3c08-9789-4f66-a261-436ad8ecf534 · outbound

This paper cites Hamza, D.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Hamza, D

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.612046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.269008Z digest=sha256:94ce1613c93fe068421c323bce1f23a846556adc96e7e30140608d478afd5636

Observation f38175d9-4e90-455d-99aa-92596a5af659 · outbound

This paper cites Djeffal, D.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Djeffal, D

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.598101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.273459Z digest=sha256:2395af045fe74a0629caa6816c957324988260826c4860d7ab96feb7eaa75ed2

Observation 4b77b1a6-8722-42a1-9a9a-3b13d5d88c25 · outbound

This paper cites Essaid, H.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Essaid, H

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.584341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.277982Z digest=sha256:c91de928c55f11959c47274bd5556b4a2102a944537fea6382d9f3a48f9701a9

Observation 369c5232-b87c-434d-b556-78b24ff4db40 · outbound

This paper cites Essaid, H.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Essaid, H

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.570112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.282250Z digest=sha256:39d70347e9b3c86fafb3d03a5fcbf66621122ead8acd848c0ad9419d3e93d31a

Observation f0316767-70d9-46d9-999c-50b4af44ccb7 · outbound

This paper cites Kheddar, Y.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Kheddar, Y

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.554809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.286534Z digest=sha256:b13615714ba5f6ca0a14d74318136a71989a674ffd3550cdee17538f3d536fb6

Observation 3205ed1e-c84e-4d33-b476-39f65326e6c4 · outbound

This paper cites Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Speech Commands: A Dataset for Limited-Vocabulary Speech Recognition

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-16T10:06:50.291221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:06:50.291221Z digest=sha256:1a2c54eeb2fddc4e9b05a2dcbf7c9c443b62134a8977c8123b5a4a69b1ab24c7

Observation 3fbe7391-59f9-4613-81fb-6e3e9b2623df · outbound

This paper cites wav2vec: Unsupervised Pre-training for Speech Recognition.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning wav2vec: Unsupervised Pre-training for Speech Recognition

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-16T10:06:50.295833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:06:50.295833Z digest=sha256:066816fb90ba003d41429c1909fdf9a0481b2cb01d0ae0191d6bf9897ccdba99

Observation d1bee5ac-e9ba-476c-8f3f-bee4e63ecd3a · outbound

This paper cites an unresolved cited work.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:06:50.540294Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.300381Z digest=sha256:5789f470c68002b6a97a87d14d6556e2ae9f07b3ad44ab2308024d65ec479596

Observation b0bd0ac6-25fb-4277-8c2d-a0d73eb787e6 · outbound

This paper cites McMahan, D.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning McMahan, D

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.526376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.304668Z digest=sha256:c17ab3f265c156b3b33b0c9b24f7d2529c7d8ad293d03b0c2f60c1eab5165078

Observation f2902471-5244-4ca7-9427-3b88ce004444 · outbound

This paper cites an unresolved cited work.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-16T10:06:50.511675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.309209Z digest=sha256:f9bea2e0af88200372e79b478016fdc6f0282a58870169c85d1acc18d1ba2c03

Observation 4788b5b7-7f12-4447-8699-c4eef4cd296c · outbound

This paper cites Kheddar, M.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Kheddar, M

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.497270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.313726Z digest=sha256:757249dda3b3bc2dcab7e5819678ba3c1e29cbbb70ccba3cc657e292aea68f0b

Observation c88d3e4b-8526-498b-adb7-1d3757c295b3 · outbound

This paper cites Gueriani, H.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Gueriani, H

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.481053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.318102Z digest=sha256:df73625b8283b75422939b491d89c10843094e9508c4b62003d1572a85a92a3d

Observation 92f870eb-4ae2-4bc9-ac5d-5c4f138713c5 · outbound

This paper cites URL https://ch.mathworks.com/help/deeplearning/ug/ deep-learning-speech-recognition.html.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning URL https://ch.mathworks.com/help/deeplearning/ug/ deep-learning-speech-recognition.html

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.466566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.322404Z digest=sha256:16e612b16f7d82ff6b38db9335dba0a0ee6eb8159b86e6c1c5f95876f6353403

Observation aaaabece-736e-41bd-b0ef-ebdc51362fda · outbound

This paper cites Djeffal, H.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Djeffal, H

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.449481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.327312Z digest=sha256:11c0c0a0e1fb95f3b0947e4b41be812a7c05860d0abed47f43cf75813293815c

Observation f62befb2-2a50-4bd8-b765-305beec9ffe0 · outbound

This paper cites Transformers and Large Language Models for Efficient Intrusion Detection Systems: A Comprehensive Survey.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Transformers and Large Language Models for Efficient Intrusion Detection Systems: A Comprehensive Survey

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-16T10:06:50.331988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T10:06:50.331988Z digest=sha256:417c773a15f5f440f31086e7f185f9f3e6ac7a80e338230c1ddd740c8af42b7f

Observation 0f386b87-071f-40f5-a06a-9283351384c4 · outbound

This paper cites Noureddine, H.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Noureddine, H

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.434680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.336393Z digest=sha256:913518544ff17dec58e3fabcb500fd979194cd2256914ec4d2826f0ac0122d6d

Observation 85163fd9-1ab5-4498-a4f4-6d60d2dd36e8 · outbound

This paper cites Kheddar, A.

Improving Pretrained YAMNet for Enhanced Speech Command Detection via Transfer Learning Kheddar, A

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T10:06:50.419979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-16T10:06:50.340765Z digest=sha256:4676a2027220d127ee8e1b89407e174f224cc6db0c4969a4678d564118ccf052

Pith citing papers

No inbound Pith citation observations are available.