Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T17:44:53.463826Z
Paper Citation Record · LEDGER
How Many Labels Are Enough? ALDA: Active Learning Deployment Advisor for Medical Image Classification
As of 9 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.
Pith citing papers
No inbound Pith citation observations are available.