Paper Citation Record · LEDGER

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification

As of 7 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2608.03511.

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

pith.paper-citation-record.v1
2608.03511 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T17:44:53.463826Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

21 of 21 outbound references displayed

verified exact0
verified fuzzy18
unresolved1
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c4fbb7bd-55e7-4b0d-95d7-fd766c369de3 · outbound

This paper cites In: International Conference on Machine Learning, PMLR (2022) 8175–8195.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: International Conference on Machine Learning, PMLR (2022) 8175–8195

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:56.855533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 393e57ad-f7f8-4d98-b3bd-364ea49eaff7 · outbound

This paper cites A Mechanism-Driven Theory of Phase Transitions in Active Learning.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification A Mechanism-Driven Theory of Phase Transitions in Active Learning

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T17:44:53.671963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 19cb78b2-280b-43dc-baa0-fe635ace0142 · outbound

This paper cites A Comparative Survey of Deep Active Learning.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification A Comparative Survey of Deep Active Learning

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T17:44:51.725028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbec6c69-7feb-4cb7-9db4-f2c0aba90005 · outbound

This paper cites In: Pro- ceedings of the IEEE/CVF International Conference on Computer Vision.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: Pro- ceedings of the IEEE/CVF International Conference on Computer Vision

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:56.682710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1c69c39b-a74c-4f55-b5ba-ceaad12c94cf · outbound

This paper cites IEEE Transactions on Circuits and Systems for Video Technology27(12) (2016) 2591–2600.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification IEEE Transactions on Circuits and Systems for Video Technology27(12) (2016) 2591–2600

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:56.519142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f9033667-b112-4c3d-8f3d-7a29226f5d77 · outbound

This paper cites In: International Conference on Learning Representations.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: International Conference on Learning Representations

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:56.391868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c390cc5d-cedd-483f-9bf0-d21cbcb0729d · outbound

This paper cites In: International Con- ference on Learning Representations.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: International Con- ference on Learning Representations

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:56.243032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 614c75d2-89a4-40fe-a237-586aec60baf1 · outbound

This paper cites Advances in Neural Information Processing Systems35(2022) 22354– 22367.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification Advances in Neural Information Processing Systems35(2022) 22354– 22367

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:56.098173Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c2839f59-bb81-4912-8752-86a56e48a5f1 · outbound

This paper cites In: Interna- tional Conference on Medical Image Computing and Computer-Assisted Interven- tion, Springer (2017) 399–407.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: Interna- tional Conference on Medical Image Computing and Computer-Assisted Interven- tion, Springer (2017) 399–407

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:55.950596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54c5dc98-bdce-4d38-b7e0-6544a04306a9 · outbound

This paper cites Medical Image Analysis63(2020) 101693.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification Medical Image Analysis63(2020) 101693

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:55.758806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation be73dfdc-ba96-45f7-8975-08e99c47f5a1 · outbound

This paper cites In: 2018 17th IEEE International ConferenceonMachineLearningand Applications(ICMLA),IEEE(2018)481–488.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: 2018 17th IEEE International ConferenceonMachineLearningand Applications(ICMLA),IEEE(2018)481–488

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:55.570912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2e9f0fc6-482b-4878-a01c-94d2439377d2 · outbound

This paper cites Journal of Computational Biology10(2) (2003) 119–142.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification Journal of Computational Biology10(2) (2003) 119–142

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:55.375943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9ab33f8a-68cc-4905-9a8d-9e280cbc0bd8 · outbound

This paper cites BMC Medical Informatics and Decision Making12(1) (2012) 8 10 J.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification BMC Medical Informatics and Decision Making12(1) (2012) 8 10 J

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:55.241345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 499fccb2-9726-4368-b79a-691e5c1f8180 · outbound

This paper cites In: Proceedings of theThirteenthConferenceonComputationalNaturalLanguageLearning(CoNLL- 2009).

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: Proceedings of theThirteenthConferenceonComputationalNaturalLanguageLearning(CoNLL- 2009)

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:55.055676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b9d6801c-8ab8-4052-8a60-0b6f796e234a · outbound

This paper cites IEEE Transactions on Audio, Speech, and Language Processing18(6) (2009) 1323–1331.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification IEEE Transactions on Audio, Speech, and Language Processing18(6) (2009) 1323–1331

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:54.868178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5a159111-49e0-4c1a-bb5a-4c731fcd67b6 · outbound

This paper cites Scientific Data (2026).

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification Scientific Data (2026)

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:54.713992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2d053a59-4ae3-4fe1-8c75-8864bf794828 · outbound

This paper cites MethodsX 7(2020) 100864.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification MethodsX 7(2020) 100864

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:54.592104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b22d197d-ca43-497b-a5fe-06cc7b9e8d6e · outbound

This paper cites Scientific Reports10(1) (2020) 10200.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification Scientific Reports10(1) (2020) 10200

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:54.443120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ebd631cd-188f-4241-a680-438e7dd61a57 · outbound

This paper cites Data in Brief28(2020) 104863.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification Data in Brief28(2020) 104863

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:54.270645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation cc94526b-cc09-4546-81ce-38e1233c73bc · outbound

This paper cites In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T17:44:54.044190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation ffb69e83-d8c9-43d8-b167-027f3d54aec9 · outbound

This paper cites In: International Conference on Learning Represen- tations.

How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification In: International Conference on Learning Represen- tations

Reference 21

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T17:44:53.839248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.