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Paper Citation Record · LEDGER

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review

As of 23 August 2026, this Paper Citation Record lists 68 of 68 outbound references and 2 inbound Pith citation observations for arXiv:2506.12322.

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

pith.paper-citation-record.v1
2506.12322 v2

Coverage vector

measured 68 of 68 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:57:05.013048Z

measured 70 of 70 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:51:18.657746Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T20:08:55.596648Z

Reference resolution

68 of 68 outbound references displayed

  • verified exact4
  • verified fuzzy22
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8b37584d-9053-48b3-ba64-c380c1e7fc88 · outbound

This paper cites P., & Gomes, J.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review P., & Gomes, J

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.584157Z

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=2026-08-07T00:57:03.100939Z digest=sha256:4584d3cd0ccb7ada4d9efa7a3240e4d77863a5a3795018ea7421911d72c1ee1f

Observation 385c5c84-0219-4318-8c16-0e547ab32eae · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.360370Z

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=2026-08-07T00:57:04.927435Z digest=sha256:f023ae571b8102b82c1a13e9953d04c28e3bd3dbd429194e99a1bf5a135f0b9a

Observation f2d90f74-ec07-492a-8a4a-e97009bc5f24 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.476508Z

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=2026-08-07T00:57:04.799560Z digest=sha256:df9995127ff94a22fb07b0d8721c55b2660d1c4182ad909eab19874283cff5bc

Observation 9cf91247-0965-4c54-ba7d-ce146b39dbe3 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.261220Z

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=2026-08-07T00:57:04.970029Z digest=sha256:267f10d6dfe7135274acfe2ef8360af8fd01aae9fdc3470bfceadf31d617e7ed

Observation 5a93fd2c-e35e-43cc-b7e7-6c2336d54140 · outbound

This paper cites Learning from Few Examples: A Summary of Approaches to Few-Shot Learning.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Learning from Few Examples: A Summary of Approaches to Few-Shot Learning

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-07T00:57:04.938368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:57:04.938368Z digest=sha256:8e2bbb7d585f2c912f74714e5ce575975bdc81ab7c34767419086084fcd0a190

Observation e2eef388-22d6-434a-84e1-7764ac145dff · outbound

This paper cites J., & Ben ´ ıtez, J.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review J., & Ben ´ ıtez, J

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.537775Z

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=2026-08-07T00:57:03.854742Z digest=sha256:09e4407c671ef9f46c7525fe797cd335bf200d06646fd7e3ccb3581ea3316c9e

Observation 388c83e8-750e-49b0-b478-3cb56e783c9e · outbound

This paper cites M., & Bernard, O.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review M., & Bernard, O

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.284259Z

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=2026-08-07T00:57:04.959464Z digest=sha256:de20ab097a77e478b44679d03d967efd4dbe998389da3e21c7537febabe0e1ac

Observation e9323248-07f6-4460-94dc-9db13123f8a2 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Training Compute-Optimal Large Language Models

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T00:57:04.904960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:57:04.904960Z digest=sha256:f37303074f0907d612e6e14d70a253778597259b65f656bc3e06f975aba08b3e

Observation 60a8826e-2529-4def-a160-8bc4a94ad24a · outbound

This paper cites I., Forestier, G., Weber, J., Idoumghar, L., & Muller, P.-A.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review I., Forestier, G., Weber, J., Idoumghar, L., & Muller, P.-A

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.451739Z

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=2026-08-07T00:57:04.885259Z digest=sha256:6b6e1688e4d1a41088099684bd186db7ab283c0b6481b82e7680c433afd8d742

Observation bb61face-b7fe-4ce0-8c79-26082c184492 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.246134Z

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=2026-08-07T00:57:04.975167Z digest=sha256:d78f921c08b08975bb0e87686dcb41f2a6954d069852fe54de01cd00e8ebac2d

Observation c2a97bee-c3a5-442f-a1dc-863b4e8e349a · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 24

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.428118Z

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=2026-08-07T00:57:04.893442Z digest=sha256:aab5859e8b0f06f579649e9e7d52efb3b09d7ee7696a1c8af180f7ace0e8d0dc

Observation ae3e654b-1d13-47b6-bb88-24e124e20564 · outbound

This paper cites SPSA-FSR: Simultaneous Perturbation Stochastic Approximation for Feature Selection and Ranking.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review SPSA-FSR: Simultaneous Perturbation Stochastic Approximation for Feature Selection and Ranking

Reference 25

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T00:57:05.043380Z

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=2026-08-07T00:57:05.004168Z digest=sha256:0eb7f35ac8a777d2d046987cb23b44b8c76aac45540d1292cd370e9a404ea9e1

Observation f7929c1b-68e8-46a9-9dc2-c2bf217497d1 · outbound

This paper cites A Review of Meta-level Learning in the Context of Multi-component, Multi-level Evolving Prediction Systems.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review A Review of Meta-level Learning in the Context of Multi-component, Multi-level Evolving Prediction Systems

Reference 27

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T00:57:05.122360Z

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=2026-08-07T00:57:03.221867Z digest=sha256:1b720086235a1be956219b4577ba34a85f3a1613d3577f27cc93cf3e032fdea1

Observation 8142dd9f-44af-4eb1-8a6f-5eddb5a68629 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.382681Z

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=2026-08-07T00:57:04.916161Z digest=sha256:45f2e04d7f5c3433dba5a72dbc0f94440007acf5d3fc06dd1c440dc175605a34

Observation a1ddd15f-7ed9-459a-8e10-80d72731dbe3 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.420274Z

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=2026-08-07T00:57:04.898791Z digest=sha256:efc2aac0db27a243bc33874a5be497437801210d927d5fd43ff173eea3d67bcf

Observation 15e8da0c-99f4-41ff-a228-c1f09af7b8d6 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.352753Z

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=2026-08-07T00:57:04.930100Z digest=sha256:8263b9d238928e1a9f8d6e14bb2f901dd6141d46e201e558777325c92dbbab96

Observation dcdf47df-9d23-4a85-8f40-870e92449922 · outbound

This paper cites M., Herwig, C., & Kager, J.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review M., Herwig, C., & Kager, J

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.238698Z

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=2026-08-07T00:57:04.977758Z digest=sha256:f723bad66ccfdc1c39b39e7d4428a4b87dee8bb1f731d889817133dc27d8f531

Observation b6d1d003-241a-496d-848e-db3e8af2f2cc · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 50

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.268808Z

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=2026-08-07T00:57:04.964620Z digest=sha256:1ae5165e948f10fb9888e0f4760480ea44c027fed487db29c56cc21f68f34bb6

Observation db3c53ae-4dac-41d3-ad2d-b4b996ae5a2c · outbound

This paper cites B., de Silva, V., & Langford, J.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review B., de Silva, V., & Langford, J

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.207942Z

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=2026-08-07T00:57:04.988622Z digest=sha256:9f0896b01435c5d619b6ec60771e906b56b6b13544bc8844506c145b0b37bcc2

Observation e5a20498-9468-423d-8590-4fe8ea69bf39 · outbound

This paper cites C., Soudier, P., & Faulon, J.-L.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review C., Soudier, P., & Faulon, J.-L

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.514499Z

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=2026-08-07T00:57:04.185252Z digest=sha256:4f0df3a2d64e9e305b7425fd50b10353ff3ee7a14c80bff33e679d39f51a18a4

Observation bee9d670-730d-4fee-97b8-a67a031e967b · outbound

This paper cites S., Seth, S., Mallick, K., Rahaman, Z., & Mallik, S.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review S., Seth, S., Mallick, K., Rahaman, Z., & Mallik, S

Reference 92

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.529764Z

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=2026-08-07T00:57:03.974416Z digest=sha256:27b548a5a3ffee0bcca0a943c28d3a2e7048c00dd96dbca269f9e65fbf35c880

Observation c39e1b04-1a14-467f-bf30-f3dc3ff954af · outbound

This paper cites Small Sample Learning in Big Data Era.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Small Sample Learning in Big Data Era

Reference 95

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:57:05.055383Z

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=2026-08-07T00:57:04.967186Z digest=sha256:cefd77c0071cedeb1f818648750be7e0c0b5b91646994c302d0cf2be0ebf2248

Observation 076891dd-0120-48d9-a304-3464d65a59cb · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 98

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.375375Z

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=2026-08-07T00:57:04.918817Z digest=sha256:a7f2434511506568b498281bb9b2c619907079217a735dfc665874a60c116df4

Observation 3b2631fd-abde-4cc4-b6a5-a522299e6745 · outbound

This paper cites S., Escalante, S.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review S., Escalante, S

Reference 102

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.553383Z

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=2026-08-07T00:57:03.529162Z digest=sha256:7139baece023ff80f402ea4e6f17fe2ccb0160400d270dc5868e3699b8e39341

Observation 1b9ced7f-ae8a-4c49-ae80-678ad2eec3f8 · outbound

This paper cites Bakirov, R., Gabrys, B., & Fay, D.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Bakirov, R., Gabrys, B., & Fay, D

Reference 114

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.568977Z

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=2026-08-07T00:57:03.389253Z digest=sha256:af73262c99658db9b850ec57f405dcd0a5125b4de8b3cd062d4ffd62e77606a7

Observation bc9c07e1-8bb9-42eb-9132-6c278e5cbef4 · outbound

This paper cites A., Manirafasha, E., Zhang, D., Yue, Q., & Jing, K.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review A., Manirafasha, E., Zhang, D., Yue, Q., & Jing, K

Reference 119

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.291806Z

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=2026-08-07T00:57:04.957078Z digest=sha256:3c3e1a2a7deb37bf692db6e84aea315f6002acf070435089956a797eb3cb605f

Observation b238ec66-97fe-4ecf-90ee-d3596a9acdd3 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 138

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.491566Z

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=2026-08-07T00:57:04.611575Z digest=sha256:1fd6c297895d4c5008ea5fcc4090a91f32b08fac60472ab7bc49ec3a7ccac9d1

Observation b68046fd-850d-4fd4-a2ce-c7ad8218eea9 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 139

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.522096Z

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=2026-08-07T00:57:04.081272Z digest=sha256:d5fde4d850a1968bef249b677014239abef02d447cdb50d7c63e4633aa29ab1d

Observation 2a605dfe-ea05-49d7-961f-aee7346d42f9 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 144

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.159177Z

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=2026-08-07T00:57:05.007385Z digest=sha256:592d5748b22bb50330bc199f584e1520c3e7aaba3e29657eefdede3dc627c7e3

Observation 5ba70081-dbce-4ae3-9c92-a23e6b9aff66 · outbound

This paper cites E., Shen, Z., Long, S.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review E., Shen, Z., Long, S

Reference 151

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.397442Z

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=2026-08-07T00:57:04.910792Z digest=sha256:e5e7e617a0a769704f134f6768a7d0052d825c7e4a1a68ac263e24d5fad7ab76

Observation 6c43415c-905c-4121-a498-ff991f05c62c · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 152

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.142429Z

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=2026-08-07T00:57:05.013048Z digest=sha256:8c60c797d264b1aed5749e98f5b5159fd48be9adaffd8d0c94d4cb2c151db661

Observation d5f2f6e6-0cf4-4841-826a-70490364122f · outbound

This paper cites Yang, Y., Farid, S.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Yang, Y., Farid, S

Reference 211

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.167762Z

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=2026-08-07T00:57:05.001652Z digest=sha256:7c16b7fac79e3d5578be4cbc9a8b20c3cf3d96fd03da9d86a0965b7b33888eea

Observation da90ee72-9fe0-4771-93d7-1763a5ee4eed · outbound

This paper cites S., & Banerjee, T.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review S., & Banerjee, T

Reference 214

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.307545Z

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=2026-08-07T00:57:04.951702Z digest=sha256:c27a195fe1b932b58e5f375d643f22bce632276d78f2c72ac41e1a537a2430dc

Observation 40246742-e6b1-4d33-92ef-0dcf20f35b9e · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 241

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.253908Z

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=2026-08-07T00:57:04.972599Z digest=sha256:29d4543fad3a80fc1ec1e6c1455c5890255c06257cdefcdfe5ea59e6c575de87

Observation 49bbb3f6-e213-4bbd-b395-c839938437a7 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 263

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.483996Z

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=2026-08-07T00:57:04.695871Z digest=sha256:14ce3a3200f990bf9af666b0dc2a71feb6a804fde5dd0feaca4245d28a2696df

Observation e31538b0-70b9-4249-a3e6-028a316eb11a · outbound

This paper cites L., Amicarelli, A.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review L., Amicarelli, A

Reference 334

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.323009Z

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=2026-08-07T00:57:04.943362Z digest=sha256:345b04dc2b1a96c54c6994b108f550ad4698093bd70dd4f215f1d4ef95390a02

Observation fc2e6506-956c-4430-b625-03cb5d5877e0 · outbound

This paper cites T., Pfister, F.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review T., Pfister, F

Reference 416

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.183731Z

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=2026-08-07T00:57:04.996149Z digest=sha256:b1199158c210595f9f220cd82b92807e3db7ddcd474b3cc6a4e73383a42c23a8

Observation c07a98c6-1e02-4a31-b6b5-4235c3c93c73 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 440

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.459865Z

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=2026-08-07T00:57:04.882088Z digest=sha256:68510fb0126bfb34cb6d45d031e4339a6c9226eae028e98d1705b1d9d8b367cd

Observation 74beaaac-532c-4473-ab99-92eb8c83fd3b · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 483

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.175588Z

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=2026-08-07T00:57:04.998613Z digest=sha256:0964f959d7e50209f213895d22b959c0e80adf92c7261a51e42bfb1ab7dec939

Observation 9df179c9-6893-4888-a08a-9db9d39d6a7d · outbound

This paper cites T., Chen, H.-C., Prayitno, Ogiela, M.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review T., Chen, H.-C., Prayitno, Ogiela, M

Reference 508

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.330761Z

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=2026-08-07T00:57:04.940974Z digest=sha256:d199e430cb61d79509a44202fdb13dae67b2073096d79a74a6d13a4171bc1c99

Observation 7ec499b3-ce8b-4fd1-8a9d-589c63a96ceb · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 511

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.561186Z

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=2026-08-07T00:57:03.400454Z digest=sha256:ae92d9bf01f082bf8d8883d3e2f03b94333824cd24b1f287981cf4ebbc3c9815

Observation 7bea7d71-30ef-4b0b-8e0f-48a211c03750 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 590

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.231513Z

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=2026-08-07T00:57:04.980568Z digest=sha256:64507c8bc85c95994b00e914ea647b400d528e5f9692b92d568a3e27ef7dbf95

Observation 3d2df0ca-3908-40c0-bbc3-3f14e7893271 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 683

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.443620Z

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=2026-08-07T00:57:04.887899Z digest=sha256:bd7dece306cb9ef11b6b7791cdaa5a1514715220231cb3e24786bd3595872b8d

Observation 68fa932a-8ea4-4b9b-b45f-c3822e013713 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 787

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.345297Z

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=2026-08-07T00:57:04.932592Z digest=sha256:7e850d62e56854ecf22577b85b27efc3453bde834061d9187e61f0b1eb5d5bd6

Observation e2279575-9d24-44c4-b167-24cc2aaadab2 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 892

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.367906Z

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=2026-08-07T00:57:04.924636Z digest=sha256:60bbd7e63f516b91c5a5e2e9f9578d967bffa6eb792af521ad518abfdb49d57d

Observation 78cfb44f-9280-4d48-82fa-d48663e238b0 · outbound

This paper cites PCA-Boosted Autoencoders for Nonlinear Dimensionality Reduction in Low Data Regimes.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review PCA-Boosted Autoencoders for Nonlinear Dimensionality Reduction in Low Data Regimes

Reference 922

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:57:05.133638Z

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=2026-08-07T00:57:03.153811Z digest=sha256:f481609403de6e7de203f5b57705eed5e72f9fe977b2a01162a0ee85d93efddb

Observation 8491743f-5fb7-433e-a5d8-3a134949cb00 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1114

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.545665Z

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=2026-08-07T00:57:03.745928Z digest=sha256:197b175a71912f7820f03d5f37618da81a4f84de6d82d923bd65c48e422fdd7a

Observation 6b112d63-ecf7-4e5a-94ac-9858e0848071 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1200

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.576472Z

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=2026-08-07T00:57:03.291618Z digest=sha256:ab49a12b6d3d01c95629977837e91e09bd3def2357edcd363ff3a495a9b26575

Observation 5ccaf4bc-42fb-4799-bedf-83ac9ccc8c15 · outbound

This paper cites Auto-Encoding Variational Bayes.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Auto-Encoding Variational Bayes

Reference 1241

Resolution
unresolved
no resolver link, observed 2026-08-07T00:57:04.921329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:57:04.921329Z digest=sha256:f489f24277bcd6c3167e469757159872d0854403dd379062a14ca93c7423d7eb

Observation 604c783f-71cb-4279-b8a1-568ae38d4ddb · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1359

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.337966Z

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=2026-08-07T00:57:04.935280Z digest=sha256:382dd7705fdfd228dc29e76a3d5efa0e08155e463d0b2ad11831b21950be9219

Observation 348bbd26-86bf-4786-b322-31dd93807139 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1360

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.223493Z

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=2026-08-07T00:57:04.983524Z digest=sha256:d05d8e16a828305176fff1190eb37237359695705968d5a4bcd8ca9777ff7151

Observation 63f17478-b74d-438b-88a3-db438012c688 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1395

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.315477Z

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=2026-08-07T00:57:04.945790Z digest=sha256:143857bb8292a0bebdacc0f680926929e4405a03b3833b88e30b7e4caa1bc9c6

Observation 821fdfea-91a3-4141-b3a7-25f833321a91 · outbound

This paper cites Feature Selection and Feature Extraction in Pattern Analysis: A Literature Review.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Feature Selection and Feature Extraction in Pattern Analysis: A Literature Review

Reference 1461

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:57:05.098843Z

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=2026-08-07T00:57:04.895830Z digest=sha256:74d579d9f74ec735ea91696fd043e5ca709387b2cfd4bf207e08b5a064b0beca

Observation 3aaa8530-c88c-4959-8444-3a10500b314c · outbound

This paper cites W., Sathish, A., Wan, N., Cheng, Q., Wen, Z., Tang, Y.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review W., Sathish, A., Wan, N., Cheng, Q., Wen, Z., Tang, Y

Reference 1702

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.276442Z

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=2026-08-07T00:57:04.962042Z digest=sha256:04f93c5e1ae00d95549eeb102afbeb30ca23cc412e73e6a03fad28f4292ad557

Observation f70a386e-b5e1-47d3-bfc3-0242fec5de8f · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1768

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.435968Z

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=2026-08-07T00:57:04.890924Z digest=sha256:9ee76ab0fa91089a86b688cadd79283885c434d39358f27a0a4a45d9b033a55f

Observation fccbef42-9eec-4d85-993d-4fc786756f3e · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1872

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.506881Z

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=2026-08-07T00:57:04.283953Z digest=sha256:e359058e823f4ed3fcea0d29bbb7a1e663e18ce9411de18f39edc4e53651df63

Observation aa7c21ea-6597-4770-b77d-a337ebec3209 · outbound

This paper cites M., Soner, B., Coleri, S., Gunduz, D., & Bennis, M.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review M., Soner, B., Coleri, S., Gunduz, D., & Bennis, M

Reference 1954

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.468226Z

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=2026-08-07T00:57:04.877254Z digest=sha256:31264abb5618bd4e6fcd1f70a3fc3003e37e55e979a8cb591b7d5cc5e6666731

Observation 6d495cf0-1d27-42c8-8c19-dc7dd868e900 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 1996

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.200322Z

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=2026-08-07T00:57:04.991293Z digest=sha256:d57fc0c9adad00e5a800a8522d8a312c3960020c9c8243c1aca97057e4cd94fb

Observation 22c03a13-d135-4219-9c9e-0e873289be41 · outbound

This paper cites A Survey of Learning on Small Data: Generalization, Optimization, and Challenge.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review A Survey of Learning on Small Data: Generalization, Optimization, and Challenge

Reference 2175

Resolution
verified exact
local_arxiv, observed 2026-08-07T00:57:05.110565Z

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=2026-08-07T00:57:04.404750Z digest=sha256:b18b4c7136cf65d30ffb3ea2e1b95b931d38b9e88826fb69cb5aca167dcc4997

Observation 4a2a8ca9-d07e-49f6-b499-feeb124f58fb · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 2586

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.191571Z

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=2026-08-07T00:57:04.993743Z digest=sha256:1150219c436b9b16c4b1604df68c60b5e750186ef38d74f68fe72416000d87bb

Observation 4a5e9b50-2ab9-4579-8eea-e7a144602120 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 3224

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.404635Z

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=2026-08-07T00:57:04.907898Z digest=sha256:d88e3e30aa6b20b6107955469fe0f1ac4b2873e343e6f6f164b3181cc250b0fb

Observation f896b3c6-00dd-4691-8f20-f24fc3ad33cf · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 3459

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.150569Z

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=2026-08-07T00:57:05.010498Z digest=sha256:855ec63166af13c8f57070b5b37dff0b09958fc6a61be11f4575a4a03444afae

Observation a50d804b-653d-4e14-972e-3d1fad62c0c3 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 3468

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.215993Z

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=2026-08-07T00:57:04.986194Z digest=sha256:ffa8a4826f0d2ae9c37700767cd7fcd1ea17b8557b5c26834b78a8febd817b6b

Observation f749a40d-26d3-475a-98ed-2cd18e07d22e · outbound

This paper cites R., Albarqouni, S., Bakas, S., Galtier, M.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review R., Albarqouni, S., Bakas, S., Galtier, M

Reference 3515

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.299560Z

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=2026-08-07T00:57:04.954313Z digest=sha256:858de0d1f9c5fa2a0237ff93e3dbdc6d8c651d053dd010304a5b55311875a2ec

Observation c0b44977-a5b4-42a1-b268-3cc274ed2c2f · outbound

This paper cites Hutter, C., Stosch, M., Cruz Bournazou, M.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Hutter, C., Stosch, M., Cruz Bournazou, M

Reference 4541

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.390148Z

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=2026-08-07T00:57:04.913520Z digest=sha256:ffe92ba11c878619c3168c56d17d16f92c7386720ebac91eb25d617474d63958

Observation 00f77805-b06d-40bb-8c54-294d8e7806d9 · outbound

This paper cites Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning

Reference 4879

Resolution
unresolved
no resolver link, observed 2026-08-07T00:57:04.948409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:57:04.948409Z digest=sha256:e1f6f5c1751598d6bd5d9d4d67782abc2abe41ec0cc494ecf59edb8b73068bd9

Observation 7c8df6bb-77f2-4c1d-8175-a4a921b3c9e7 · outbound

This paper cites an unresolved cited work.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review Unresolved cited work

Reference 5150

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:57:05.412513Z

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=2026-08-07T00:57:04.901707Z digest=sha256:948b29120e2b84de6a149a0a23f09476a6ea921032b2d7fa808346ea54876bc9

Observation 4dca5b88-c856-4f45-aeec-ea20b5b7d8c5 · outbound

This paper cites (2010).Semi-supervised learning.

Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review (2010).Semi-supervised learning

Reference 7609

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:57:05.499172Z

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=2026-08-07T00:57:04.516509Z digest=sha256:58e4ebc089a5d0c60c2d002c2da7d717d0ca766322d203b1e941fa1fc449da8f

Pith citing papers

Observation 05b9a769-b6d9-40a6-9066-34b982aa0971 · inbound

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring cites this paper.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T13:51:18.657746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-05T13:51:18.657746Z digest=sha256:bb0f52142227125f1ccbe2d919e187ba2489d19bffc562d4276f01816d96f497

Observation 64ddaa06-79eb-4485-9d90-c8d22f8c0061 · inbound

Reinforcing Dual-Path Reasoning in Spatial Vision Language Models cites this paper.

Reinforcing Dual-Path Reasoning in Spatial Vision Language Models Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review

Reference 97

Resolution
verified exact
arxiv_id, observed 2026-07-03T20:08:55.599306Z

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=arxiv_source observed=2026-06-27T01:42:30.005911Z digest=sha256:2909a7e551315cafe98e366295ed85ca1490d180872f218c6cdd3b0beb67b8f7