Paper Citation Record · LEDGER

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

As of 20 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 2 inbound Pith citation observations for arXiv:2509.02606.

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

pith.paper-citation-record.v1
2509.02606 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:51:19.734196Z

measured 35 of 35 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-12T12:00:17.350802Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T13:09:50.308715Z

Reference resolution

33 of 33 outbound references displayed

verified exact6
verified fuzzy16
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 81b84327-bb2b-4b85-82cf-db47a3431f67 · outbound

This paper cites write newline.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T13:51:17.415566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74be366c-aff9-4550-81a6-9d979c1ddab8 · outbound

This paper cites , author Sano, S.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Sano, S

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:24.863362Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 97640b10-20c7-4465-9e39-46fe2523f8d6 · outbound

This paper cites , author Gavalda, R.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Gavalda, R

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:24.690161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 5e438b86-f874-40f6-bdcb-5826e4159f8d · outbound

This paper cites an unresolved cited work.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-05T13:51:20.714147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 29d9e1b9-aa7f-4c05-b379-e9a43cadbf0d · outbound

This paper cites , author Umprecht, A.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Umprecht, A

Reference 5

Resolution: verified exact; doi, observed 2026-08-05T13:51:20.548806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e2e38b4b-6315-4ea8-af25-ab216e539640 · outbound

This paper cites an unresolved cited work.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:51:24.536684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 85ad4c0a-a486-481e-b455-263cc6a0d6a6 · outbound

This paper cites , & author Gabrys, B.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , & author Gabrys, B

Reference 7

Resolution: verified exact; doi, observed 2026-08-05T13:51:20.416053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation eaf94439-1294-4d3d-ad14-4ebfa3d37e8c · outbound

This paper cites , & author Gabrys, B.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , & author Gabrys, B

Reference 8

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T13:51:21.367064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation efea36b9-5f60-43d2-a4a3-a9247ab8f0aa · outbound

This paper cites , author Grbi \' c , R.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Grbi \' c , R

Reference 9

Resolution: verified exact; doi, observed 2026-08-05T13:51:20.249222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 06416b75-3f1e-41a3-a58b-04d57d30f6f7 · outbound

This paper cites an unresolved cited work.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:51:24.360607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4f41e78b-3503-4e58-9938-ea0866818a5e · outbound

This paper cites Uncertainty Quantification Using Ensemble Learning and Monte Carlo Sampling for Performance Prediction and Monitoring in Cell Culture Processes.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Uncertainty Quantification Using Ensemble Learning and Monte Carlo Sampling for Performance Prediction and Monitoring in Cell Culture Processes

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T13:51:18.126336Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b72be44a-2c42-41a4-b3e2-5734d2e92055 · outbound

This paper cites an unresolved cited work.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:51:24.230157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 540ac1b3-2d9b-4eaf-9861-ece89c32c294 · outbound

This paper cites , author Kokol, M.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Kokol, M

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:24.073957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b10f216b-93de-423b-9962-dd368ed3d4df · outbound

This paper cites , author Theiler, J.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Theiler, J

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:23.920149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 124f7567-2f35-44c0-bd9f-f76a8380b3b5 · outbound

This paper cites , author Lauri, D.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Lauri, D

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:23.780097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1e2c4bfe-2204-40df-ad88-8c024d3764d9 · outbound

This paper cites , author Wang, Z.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Wang, Z

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:23.632401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b45b592d-5c7d-4eaa-8236-260ecc5676bc · outbound

This paper cites an unresolved cited work.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Unresolved cited work

Reference 17

Resolution: verified exact; doi, observed 2026-08-05T13:51:20.103224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c17be986-6694-42f4-bbb5-576ff0636a3c · outbound

This paper cites , author Park, C.-H.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Park, C.-H

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T13:51:18.579392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

This paper cites Machine Learning Methods for Small Data and Upstream Bioprocessing Applications: A Comprehensive Review.

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.

Observation b5453f78-3b7c-4334-a60a-39818b85064b · outbound

This paper cites , author Khuat, T.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Khuat, T

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:23.454567Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a8eb57b1-c87d-481c-b485-e9878cab5289 · outbound

This paper cites , author Magill, G.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Magill, G

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:23.276005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7c1aacc4-53fd-48ba-816c-6585afc16d12 · outbound

This paper cites an unresolved cited work.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:51:23.095141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 2862055c-45a7-4544-aacc-efe4e4ed91dd · outbound

This paper cites , author Khodabandehlou, H.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Khodabandehlou, H

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:22.940242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 6e2109bd-5bbe-4285-a5b4-66c68004d1c4 · outbound

This paper cites , & author Gabrys, B.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , & author Gabrys, B

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:22.702367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 316c6779-d36b-47d5-a91c-a629c720515b · outbound

This paper cites , & author Golay, M.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , & author Golay, M

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:22.522707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c16da4c2-1555-4802-9a66-f12a0f2cecd5 · outbound

This paper cites , author VanAntwerp, J.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author VanAntwerp, J

Reference 26

Resolution: verified exact; doi, observed 2026-08-05T13:51:19.962566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation e1538545-9e4e-4723-8640-f6fa9046f7e7 · outbound

This paper cites , author Lv, G.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Lv, G

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:22.312173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation bddcb046-c869-4ca0-8680-a2b932de9164 · outbound

This paper cites , author Khare, S.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Khare, S

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:22.108121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d17c7c64-226d-43f1-926b-c95e344ccc10 · outbound

This paper cites , author Schorner, G.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Schorner, G

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:21.909810Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 98ca9eeb-edc9-4801-be02-bd63bdb41f94 · outbound

This paper cites , author Wang, T.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Wang, T

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:21.737620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 75cc3ebe-bace-4eb9-97d0-1a3fbcc37ee7 · outbound

This paper cites , author Woon, N.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Woon, N

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T13:51:19.564650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2abb9dd9-f008-4622-8d33-83200a73d791 · outbound

This paper cites , author Tulsyan, A.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring , author Tulsyan, A

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:51:21.551493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 16f6f0b9-bd38-4501-94f1-c5d3d8a38096 · outbound

This paper cites write newline.

Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring write newline

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T13:51:19.734196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 695f4a4a-629b-4cb1-91c8-bff87f1b456a · inbound

Multipath Adaptive Gated Bottleneck Latent ODE with Raman Data Fusion for Cell Culture Process Forecasting cites this paper.

Multipath Adaptive Gated Bottleneck Latent ODE with Raman Data Fusion for Cell Culture Process Forecasting Lessons Learned from Deploying Adaptive Machine Learning Agents with Limited Data for Real-time Cell Culture Process Monitoring

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-04T13:09:50.310979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c33732a0-0b17-4a74-82c3-fa417d4d1dd8 · inbound

Multipath Adaptive Gated Bottleneck Latent ODE with Raman Data Fusion for Cell Culture Process Forecasting cites this paper.

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-12T12:00:17.350802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.