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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 2026-08-22T06:32:14.747728+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

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

source=pdf_text observed=2026-08-16T10:06:50.235279Z digest=sha256:581ca4fc603fdfba0d0f0b0724a40343ac7d5d18c1da0cde2cfa3a23206656bc

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

source=pdf_text observed=2026-08-16T10:06:50.240673Z digest=sha256:fa4c3d7bfd2de5b81941936c09449368721508c49730083412592f23f9f59331

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

source=pdf_text observed=2026-08-16T10:06:50.245152Z digest=sha256:be67c472983d5d836f86ae9ee73112c5e4de9414159751cb1cad9ddf640d17f0

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

source=pdf_text observed=2026-08-16T10:06:50.249734Z digest=sha256:e0982e3a043c153bce5b4ed78e5c5da40d87cd7ff6d666a66aac63964be92690

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

source=pdf_text observed=2026-08-16T10:06:50.254681Z digest=sha256:5a38abb3574f5f9bba7e8f9f5cf740389ffa9769a57190efa8d5779c896b946f

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

source=pdf_text observed=2026-08-16T10:06:50.259629Z digest=sha256:530f30a9d54533beceaa806c8cf976f91a0ba27ccf32e2d35f001ab7892aed06

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

source=pdf_text observed=2026-08-16T10:06:50.264732Z digest=sha256:4f72156c746f3da33c1922eb0c028ce1cd0b64c50a5ff2a03be759a17d9f0fcd

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

source=pdf_text observed=2026-08-16T10:06:50.269008Z digest=sha256:aecd274a2b94436125c37f41a09b5e08a2aa3cdb6ebfa10a593db1115826ce22

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

source=pdf_text observed=2026-08-16T10:06:50.273459Z digest=sha256:f11703c52185b3ca5f0ef830e4651490d350464c597b2d7469363e772d4ebc71

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

source=pdf_text observed=2026-08-16T10:06:50.277982Z digest=sha256:aa242f418ef2efde62950f8fe849ef312990d7e88bc8bb086ecd16a059b6dbf5

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

source=pdf_text observed=2026-08-16T10:06:50.282250Z digest=sha256:f11d1646eb336d16a385635405dfc7d19cae00a64efa588c3ca0650e4231ea4c

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

source=pdf_text observed=2026-08-16T10:06:50.286534Z digest=sha256:f93bcf1421673e0a89b9a4b150dfa144b9ea3f6fcd00db2e6ccfe4a99d8a4233

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

source=pdf_text observed=2026-08-16T10:06:50.300381Z digest=sha256:67b06e30749ee331d73766fba9ec20469aa68aac9f0f50d560a20ec93f5b4593

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

source=pdf_text observed=2026-08-16T10:06:50.304668Z digest=sha256:bff1ed568d67de49e2d733fe5064b501b8f69c38f3927307ecc81760bda67c0e

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

source=pdf_text observed=2026-08-16T10:06:50.309209Z digest=sha256:b4c77bc8f5f920e9a141ab14835938f106ee856688a00172db82efe8f1b0ab58

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

source=pdf_text observed=2026-08-16T10:06:50.313726Z digest=sha256:46b89ba0b19100a595775a855aae5936f5799c773a1757e5c9bd514897f0f893

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

source=pdf_text observed=2026-08-16T10:06:50.318102Z digest=sha256:9084d0167bf5cdfe15948be0d305fee81768ac064cee5c520d1faea7408900cd

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

source=pdf_text observed=2026-08-16T10:06:50.322404Z digest=sha256:1f6822904155485fb4f4896e6a7e11d75910882d53650ed6405514674d916f0a

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

source=pdf_text observed=2026-08-16T10:06:50.327312Z digest=sha256:ea408e8bcb63b16af332cbcd8e7f193c6ad0f7662d07e50104ad13b12665a19f

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

source=pdf_text observed=2026-08-16T10:06:50.336393Z digest=sha256:446b5ba27aca2d1a40b3e87fc1b043f8e0b57ac027a987b823685cf4b357ab0e

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

source=pdf_text observed=2026-08-16T10:06:50.340765Z digest=sha256:bea6e8a566e9d8b9b8a30d4699fcfd5ba5eced668e559bdf537179ac5637360f

Pith citing papers

No inbound Pith citation observations are available.