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Paper Citation Record · LEDGER

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures

As of 22 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2507.11436.

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

pith.paper-citation-record.v1
2507.11436 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T17:13:38.690089Z

measured 20 of 20 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

20 of 20 outbound references displayed

  • verified exact2
  • verified fuzzy8
  • unresolved7
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc5e23c0-dc98-44ae-a2d7-51f78ab28ee5 · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:13:43.973683Z

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.

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Observation 42e90a8e-67ff-4e2d-b6fa-8d5b1507e1c2 · outbound

This paper cites Eastmond, A.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Eastmond, A

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:43.730703Z

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=2026-08-06T17:13:35.744740Z digest=sha256:d46e9f0c8ac1b7af070796628e2358120c141c4d7a50c4afe5c45dcb39cd5ee5

Observation 3e8d8ad1-088b-4038-826a-1311f91aaf2e · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 3

Resolution
malformed identifier
no resolver link, observed 2026-08-06T17:13:35.904374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:13:35.904374Z digest=sha256:72d070acd16a02a5021c48652d1ca510a10138f718f3d86fbc1c5635914350e2

Observation 98c31004-d83f-4aff-8315-cdbdb1bd654c · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-06T17:13:36.054429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:13:36.054429Z digest=sha256:9bd75ca1d47ca879eb535a9a1b503bd09770573e56c38e5958875f87228972dd

Observation adf6e5ad-95ef-4217-86fd-d53102e2bef2 · outbound

This paper cites Rawat and C.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Rawat and C

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:43.468314Z

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=2026-08-06T17:13:36.218429Z digest=sha256:a0268f303b047df78d545708e6424270b73de614aeaa6879b97872eb6dc2ce76

Observation 6e28b310-6bee-47c4-afc8-542f004b052b · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:13:43.203342Z

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=2026-08-06T17:13:36.366412Z digest=sha256:5e1dcfe0f3dc160f71aae3ed2dfc07487d2baee3fd5cb2eff4ca9a3bc1e58682

Observation 12a41f7f-622c-4217-a9ab-3bf8a36d1c9b · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:13:42.948848Z

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=2026-08-06T17:13:36.539207Z digest=sha256:e7803dead31faf76a31a87b4af295ff8c5e73bef37fec02a0146d539d561c13e

Observation e4ea4f01-708b-450e-a412-ce3aa89a02fa · outbound

This paper cites Tanveer, M.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Tanveer, M

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:42.729029Z

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=2026-08-06T17:13:36.753310Z digest=sha256:bb54ea55d6b39d782cb9a37a8445dd23d643ec7bfe6d2a7a77075859057698c5

Observation 9940ec86-6e66-44f3-854d-7bb6f0347d83 · outbound

This paper cites Mirbagheri, A.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Mirbagheri, A

Reference 9

Resolution
verified exact
raw_fallback, observed 2026-08-06T17:13:40.377722Z

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=2026-08-06T17:13:36.901738Z digest=sha256:e8bbfd503f01bee00a5eb5e76a3320d55631c95ea978745ef4a991b165f1f7ed

Observation 299071e2-b1ad-4f3f-afeb-04b2ea2c574b · outbound

This paper cites An end-to-end (deep) neural network applied to raw EEG, fNIRs and body motion data for data fusion and BCI classification task without any pre-/post-processing.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures An end-to-end (deep) neural network applied to raw EEG, fNIRs and body motion data for data fusion and BCI classification task without any pre-/post-processing

Reference 10

Resolution
metadata mismatch
local_arxiv, observed 2026-08-06T17:13:40.005035Z

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=2026-08-06T17:13:37.051264Z digest=sha256:e09106758473459642b22877fcc17292251e4aaa3b6f097cc75e550cd5bde44f

Observation f6734e1b-2c4a-48c8-a912-5c7c7a9dd4a9 · outbound

This paper cites Saadati, J.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Saadati, J

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:42.507302Z

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=2026-08-06T17:13:37.252834Z digest=sha256:cfb060ccd25acb23efab8f5914d5ade3e18ac32a85f5d6ffb9fba84b5dfa85c1

Observation ee0f919c-3d3f-4959-9563-ed10cc5b7df1 · outbound

This paper cites Y ang, R.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Y ang, R

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:42.263606Z

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=2026-08-06T17:13:37.445769Z digest=sha256:a2d4902d990fe8f76321f58aadf2a7f5d2a8bcd9cb2a91df2a600bec24c0979a

Observation 454e2083-e515-474f-b276-080686ef60c7 · outbound

This paper cites Ghonchi, M.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Ghonchi, M

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:41.961394Z

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=2026-08-06T17:13:37.597086Z digest=sha256:68275d6dbd4fcbaba49102f0fe092e28258e30de183727d4c543907660e7e7bd

Observation 070797a6-1fde-4c18-bcf0-288ab17105c6 · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 14

Resolution
verified exact
doi, observed 2026-08-06T17:13:39.098866Z

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=2026-08-06T17:13:37.765483Z digest=sha256:e3381858fe97f232c2d744b5bb9ee1ceb34cd0596d8846b4fec625477f6ef90a

Observation 89c84c21-1c54-4359-ab66-149c16fc92d5 · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:13:41.622270Z

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=2026-08-06T17:13:37.953260Z digest=sha256:11f2a3d07dd3e77fb2518d6533703e96a6e9a85dc9a3208f51577917aeee9246

Observation 9ba9b85b-8e20-4fe7-a911-e2a4270f3463 · outbound

This paper cites Pandey, J.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Pandey, J

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T17:13:38.108419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:13:38.108419Z digest=sha256:5c361c1539af922e41a28a0c6f88e19b69c6e4919380741183f6776fbdba9ca4

Observation 404751cb-acae-47b4-a7ef-46160ac24a3e · outbound

This paper cites Adeli, J.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Adeli, J

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:41.325765Z

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=2026-08-06T17:13:38.262498Z digest=sha256:9ab1dca2d172eb4f1a8e58c35d2300fdcfa1386f81e381db0d92165f2f727941

Observation a1630056-af51-41aa-96a8-c161ef14d264 · outbound

This paper cites an unresolved cited work.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Unresolved cited work

Reference 18

Resolution
unresolved
raw_fallback, observed 2026-08-06T17:13:40.976529Z

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=2026-08-06T17:13:38.407497Z digest=sha256:69f96c747b2ad2759fe0dae0e123031cc03020cc8d53cd74e1479d0fe83d915c

Observation cf400654-bbc8-4a59-9ce4-be27388dc9d5 · outbound

This paper cites Elfwing, E.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures Elfwing, E

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T17:13:40.696167Z

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=2026-08-06T17:13:38.543427Z digest=sha256:00d21c64504545de6135be6cea42a4902d182ec748cca09520b94efe2937a2ca

Observation 0747b0b3-d84b-4ad6-ade4-e67a85a03205 · outbound

This paper cites McLinden, S.

Toward Improving fNIRS Classification: A Study on Activation Functions in Deep Neural Architectures McLinden, S

Reference 20

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T17:13:39.562236Z

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.

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Pith citing papers

No inbound Pith citation observations are available.