Paper Citation Record · LEDGER

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift

As of 21 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2512.12816.

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

pith.paper-citation-record.v1
2512.12816 v2

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T16:43:21.853977Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

43 of 43 outbound references displayed

verified exact5
verified fuzzy0
unresolved37
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8ab78228-2022-45ab-8a38-85b37324d4d9 · outbound

This paper cites Switching Scheme: A Novel Approach for Handling Incremental Concept Drift in Real-World Data Sets.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Switching Scheme: A Novel Approach for Handling Incremental Concept Drift in Real-World Data Sets

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:17.645368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 769b1747-a79f-4f83-99c0-f24236b11eaf · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:17.712760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1883871-7a3c-4915-9f01-df596d488b3a · outbound

This paper cites Barlow and Frank Proschan.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Barlow and Frank Proschan

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:17.769859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38644e4d-a389-4735-9275-ad0a0b3be577 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 4

Resolution: verified exact; doi, observed 2026-08-03T16:49:49.710670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d5e04f85-297a-411a-b33d-c409824f8428 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:17.890671Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2ad81d-df56-40fc-a650-daff29612d31 · outbound

This paper cites Budka and B.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Budka and B

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:17.929863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df06eaa7-8e5b-4e5e-89d0-4b0c87bfd2e7 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:17.988980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdd6272f-55f2-44a0-b60c-7fa06b0ef92b · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.033181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ea74f42-d73d-4895-b6db-467619387fe5 · outbound

This paper cites The rising costs of training frontier AI models.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift The rising costs of training frontier AI models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.093746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88db599b-38f8-4af8-a00e-37f0d77bb793 · outbound

This paper cites Domhan, J.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Domhan, J

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.176939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d179204a-8d6f-4774-a667-d71f2bc3c9ff · outbound

This paper cites Gallager.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Gallager

Reference 11

Resolution: verified exact; doi, observed 2026-08-03T16:49:49.606070Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 36832055-c51c-4406-9443-f5c8e1151249 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.281179Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aab4bd97-9389-4c71-bf80-3ffe777866e6 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 13

Resolution: verified exact; doi, observed 2026-08-03T16:49:49.502187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 52e86971-e036-46e4-813a-32c01db3b1d8 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.572548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efa4ffec-a527-41c9-8019-fbbb141ef6b9 · outbound

This paper cites Training Compute-Optimal Large Language Models.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Training Compute-Optimal Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.732750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d295dcb7-0d27-4024-a2ba-b35486990619 · outbound

This paper cites Context-Aware Adaptive Sampling for Intelligent Data Acquisition Systems Using DQN.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Context-Aware Adaptive Sampling for Intelligent Data Acquisition Systems Using DQN

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.862172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9eb03ef9-0d72-4d90-b06a-e2cd84393620 · outbound

This paper cites Hussein and N.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Hussein and N

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:18.964759Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ec00b74-2717-45d2-9c00-591b1d6b29ba · outbound

This paper cites Scaling Laws for Neural Language Models.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Scaling Laws for Neural Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.032059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d7d0057-8b03-44fb-945c-06b6ee71ec32 · outbound

This paper cites Impact of QCD sum rules coupling constants on neutron stars structure.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Impact of QCD sum rules coupling constants on neutron stars structure

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.108627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e79238e2-b670-411e-9b96-05cf7ff90920 · outbound

This paper cites Kochar, Hari Mukerjee, and Francisco J.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Kochar, Hari Mukerjee, and Francisco J

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.234745Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5190628-74d5-4ca2-aabb-d286587e164e · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.332262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c8a1ef9-4135-4c87-b98c-00e5c848d38f · outbound

This paper cites Machine Learning Operations (MLOps): Overview, Definition, and Architecture.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Machine Learning Operations (MLOps): Overview, Definition, and Architecture

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.416571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3f8d026-a075-440a-bc1f-8c18a66ce82d · outbound

This paper cites Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Budgeted Training: Rethinking Deep Neural Network Training Under Resource Constraints

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.498896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fff189c3-d619-4775-90c5-ccac1d96875d · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 24

Resolution: malformed identifier; no resolver link, observed 2026-08-03T16:43:19.667036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b5d279a-f0f0-4700-afef-34b4eeddee8c · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.784871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d86344ba-c366-4ddb-a3d5-0aae3f68b082 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:19.921911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53a43470-696b-49f3-8737-078940e73216 · outbound

This paper cites Cost-Effective Retraining of Machine Learning Models.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Cost-Effective Retraining of Machine Learning Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.124767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b3d4976-ea86-47dd-990b-b3d5559efa3e · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.226708Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5b28f0c-af52-470d-8937-1ce661659342 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.305911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03bd25f3-3e1a-41d0-a219-7dcd1e1412a3 · outbound

This paper cites Moreno-García, J.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Moreno-García, J

Reference 30

Resolution: verified exact; doi, observed 2026-08-03T16:49:48.671580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0f100b7d-d206-4a09-8fda-3673d6619eb0 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.499884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4448c9d6-4640-4a21-a75b-f1f62acb74c1 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.565648Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66ff4281-7eac-4c0d-af80-e16591ee1279 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.631868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0211a370-a473-480e-9cc2-ad800919b0c7 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.722816Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f3b62ffb-eba8-491e-bc38-93a44a0f0d8f · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 35

Resolution: verified exact; doi, observed 2026-08-03T16:49:48.454110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 23cc3139-ddf9-4ddc-88f4-6e23198101b3 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:20.874836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b0a5d17-6ea0-4bf3-827b-8d300b6c2483 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:21.050764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4978ce02-1f12-411e-b973-1d2d4bf2e913 · outbound

This paper cites Navigating MLOps: Insights into Maturity, Lifecycle, Tools, and Careers.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Navigating MLOps: Insights into Maturity, Lifecycle, Tools, and Careers

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:21.244996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d74c5f3-5622-4ecb-9a5f-b5d0602045b0 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:21.401100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c5b83c9-9120-45aa-bb95-5882f18ce36b · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:21.491789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b314add-4faa-4a76-991c-7231f325ea1b · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:21.586104Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0926ef66-7adb-4a2e-a9b6-6de669c766a9 · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:21.705201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00dc3774-dce5-4183-a2b7-92805cf248df · outbound

This paper cites an unresolved cited work.

Optimal Resource Allocation for ML Model Training and Deployment under Concept Drift Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T16:43:21.853977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.