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Paper Citation Record · LEDGER

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid

As of 8 August 2026, this Paper Citation Record lists 81 of 81 outbound references and 0 inbound Pith citation observations for arXiv:2506.03817.

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

pith.paper-citation-record.v1
2506.03817 v1

Coverage vector

measured 81 of 81 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:58:09.202976Z

measured 81 of 81 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

81 of 81 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 543eaf87-5d31-4ade-95f8-62dec3ed391a · outbound

This paper cites Active Learning Literature Survey,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active Learning Literature Survey,

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 67c8e308-ec0c-421e-8d02-1150966c0b06 · outbound

This paper cites A web survey on the use of active learning to support annotation of text data,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A web survey on the use of active learning to support annotation of text data,

Reference 2

Resolution
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Observation 379f4da6-afab-4094-8054-a73615c178bb · outbound

This paper cites Have LLMs Made Active Learning Obsolete? Surveying the NLP Community,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Have LLMs Made Active Learning Obsolete? Surveying the NLP Community,

Reference 3

Resolution
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Observation cb44ba38-e662-479d-b340-b253a381943b · outbound

This paper cites Active Learning for Spreadsheet Cell Classification,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active Learning for Spreadsheet Cell Classification,

Reference 4

Resolution
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Observation e8a14de5-f75a-4e0d-99f3-a5d20d6b0b41 · outbound

This paper cites DeepCA VE: An Interactive Analysis Tool for Automated Machine Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid DeepCA VE: An Interactive Analysis Tool for Automated Machine Learning,

Reference 5

Resolution
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Observation 16f1b3b6-209f-4562-b984-5a990c5baf2e · outbound

This paper cites Diminishing Uncertainty Within the Training Pool: Active Learning for Medical Image Segmentation,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Diminishing Uncertainty Within the Training Pool: Active Learning for Medical Image Segmentation,

Reference 6

Resolution
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Observation df662817-3c06-4cf8-b55a-6ccbd60e5dd8 · outbound

This paper cites Active Learning for Air Quality Station Location Recommendation,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active Learning for Air Quality Station Location Recommendation,

Reference 7

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 9a40ee2e-505b-42dd-ab67-a6ee2cafb41b · outbound

This paper cites DECAL: DEployable Clinical Active Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid DECAL: DEployable Clinical Active Learning,

Reference 8

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d3d098c7-8222-4d3e-a841-ac77d4867011 · outbound

This paper cites Using Active Learning for Assisted Short Answer Grading,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Using Active Learning for Assisted Short Answer Grading,

Reference 9

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation e5249a6c-c09c-4eec-96a8-3b46f19b41ef · outbound

This paper cites Unsupervised Active Learning For Video Annotation,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Unsupervised Active Learning For Video Annotation,

Reference 10

Resolution
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Source-reported events for the cited work

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Observation 63da0579-1851-45ee-8d1c-829379b3419b · outbound

This paper cites A benchmark and comparison of active learning for logistic regression,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A benchmark and comparison of active learning for logistic regression,

Reference 11

Resolution
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Source-reported events for the cited work

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Observation 967467bd-dc1e-4015-b6c2-1d90fe9e5017 · outbound

This paper cites Is margin all you need? An extensive empirical study of active learning on tabular data,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Is margin all you need? An extensive empirical study of active learning on tabular data,

Reference 12

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation cd2a50f0-30b6-43c4-9473-dd0bde2bacff · outbound

This paper cites Revisiting uncertainty-based query strategies for active learning with transformers,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Revisiting uncertainty-based query strategies for active learning with transformers,

Reference 13

Resolution
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Source-reported events for the cited work

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Observation 0442569d-bd46-4313-8550-7ba5bed55e46 · outbound

This paper cites Learning active learning at the cross- roads? Evaluation and discussion,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Learning active learning at the cross- roads? Evaluation and discussion,

Reference 14

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation d450d13c-42be-448e-839a-febd9cbdfca7 · outbound

This paper cites A comparative survey: Benchmarking for pool-based active learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A comparative survey: Benchmarking for pool-based active learning,

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 4c84d3a6-76de-429c-9509-3994997275a9 · outbound

This paper cites On the Fragility of Active Learners for Text Classification,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid On the Fragility of Active Learners for Text Classification,

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6679ecce-56ca-4d7f-8eba-58ecf6a3a526 · outbound

This paper cites Randomness is the Root of All Evil: More Reliable Evaluation of Deep Active Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Randomness is the Root of All Evil: More Reliable Evaluation of Deep Active Learning,

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation a6dbfb6e-9188-4106-968b-63b49ad759b3 · outbound

This paper cites ALPBench: A Benchmark for Active Learning Pipelines on Tabular Data,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid ALPBench: A Benchmark for Active Learning Pipelines on Tabular Data,

Reference 18

Resolution
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Source-reported events for the cited work

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Observation 379e57e0-a55b-40dd-bd9f-8d54f4572759 · outbound

This paper cites When Does Active Learning Work?.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid When Does Active Learning Work?

Reference 19

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 0c6403ed-28d8-4164-93c1-b84b8b86725b · outbound

This paper cites Challenges of Reliable, Realistic and Comparable Active Learning Evaluation.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Challenges of Reliable, Realistic and Comparable Active Learning Evaluation

Reference 20

Resolution
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Source-reported events for the cited work

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Observation 7a17e6ec-4bb7-4aa7-a80a-db5f151e1f78 · outbound

This paper cites Em- pirical investigation of active learning strategies,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Em- pirical investigation of active learning strategies,

Reference 21

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Source-reported events for the cited work

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Observation 39b938a6-cda5-4a38-b572-8682a5215a93 · outbound

This paper cites Active learning: An empirical study of common baselines,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning: An empirical study of common baselines,

Reference 22

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 61c807ec-2486-42e0-b552-ec43671df0fc · outbound

This paper cites Rebuilding Trust in Active Learning with Actionable Metrics,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Rebuilding Trust in Active Learning with Actionable Metrics,

Reference 23

Resolution
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Source-reported events for the cited work

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Observation d4705562-92cd-44bd-ba82-ea6b84b7edab · outbound

This paper cites Re-Benchmarking Pool-Based Active Learning for Binary Classification,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Re-Benchmarking Pool-Based Active Learning for Binary Classification,

Reference 24

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation c1476374-1194-49c2-b0bc-bc829c84e7fc · outbound

This paper cites On initial pools for deep active learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid On initial pools for deep active learning,

Reference 25

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 147ef803-94cc-46a2-b393-b94599a60916 · outbound

This paper cites An overview and a bench- mark of active learning for outlier detection with one-class classifiers,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid An overview and a bench- mark of active learning for outlier detection with one-class classifiers,

Reference 26

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation b66fc091-6bd1-46e8-be02-6669679dd6d8 · outbound

This paper cites Sample Noise Impact on Active Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Sample Noise Impact on Active Learning,

Reference 27

Resolution
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Source-reported events for the cited work

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Observation 362c9080-87dd-4e27-84f5-73c5a0537c94 · outbound

This paper cites Hitting the target: Stopping active learning at the cost-based optimum,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Hitting the target: Stopping active learning at the cost-based optimum,

Reference 28

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation baf08a93-39fc-49f5-a530-0415fe333dc3 · outbound

This paper cites A Comparative Survey of Deep Active Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A Comparative Survey of Deep Active Learning,

Reference 29

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 2cd5ef01-f0be-4105-8d36-32ed682d12b6 · outbound

This paper cites Active learning for logistic regression: An evaluation,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning for logistic regression: An evaluation,

Reference 30

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation dcc03a5a-8608-4353-9e23-9adff23c2a9b · outbound

This paper cites The UCI Machine Learning Repository,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid The UCI Machine Learning Repository,

Reference 31

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 536a1fa4-9715-42b3-945a-8f226fb52df8 · outbound

This paper cites OpenML Bench- marking Suites,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid OpenML Bench- marking Suites,

Reference 32

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 6e12573b-10c5-4691-b618-c59eee4c3be2 · outbound

This paper cites Learning active learning from data,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Learning active learning from data,

Reference 33

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation 47edc7c3-f72b-486e-84af-408a71cacc87 · outbound

This paper cites Comparing and Improving Active Learning Uncertainty Measures for Transformer Models by Discarding Outliers,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Comparing and Improving Active Learning Uncertainty Measures for Transformer Models by Discarding Outliers,

Reference 34

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

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Observation cdd6aba8-f270-41ff-8b6e-b2b9b6459adb · outbound

This paper cites Imagenet: A large- scale hierarchical image database,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Imagenet: A large- scale hierarchical image database,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.695188Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.045456Z digest=sha256:efcc9862ed2a1bbea3ebeda3e2eb2ef61382f4a1df87dc132a6f9542c60c3d65

Observation da8f5f52-8cd5-4776-997a-caa6b167bf1f · outbound

This paper cites Probabilistic Active Learning: Towards Combining Versatility, Optimality and Efficiency,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Probabilistic Active Learning: Towards Combining Versatility, Optimality and Efficiency,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.685063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.049259Z digest=sha256:54311bceaa8cf6419fbfdfeca71e451566d939ee935770549c54090f92334103

Observation 78e0409b-76cc-490c-b465-58430753e51e · outbound

This paper cites ImitAL: Learned Active Learning Strategy on Synthetic Data,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid ImitAL: Learned Active Learning Strategy on Synthetic Data,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.674595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.052619Z digest=sha256:8d66d6879edd0b3596f683c39afa09845e62e50ad5587b7695b31edc432d466b

Observation bc2319ff-8ce4-44a9-9872-ef01328e4507 · outbound

This paper cites Let us know your decision: Pool-based active training of a generative classifier with the selection strategy 4DS,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Let us know your decision: Pool-based active training of a generative classifier with the selection strategy 4DS,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.665110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.056108Z digest=sha256:3d8923152d53b277a0a298575c365288b5f3e5f9ba829048a1503af21e911682

Observation 9d99ed50-de98-4a13-9cda-284ff122883d · outbound

This paper cites Active Learn- ing for Support Vector Machines with Maximum Model Change,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active Learn- ing for Support Vector Machines with Maximum Model Change,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.654608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.059264Z digest=sha256:c4a999e88279fee532cf7dabcbf642d2fae37cd444aa33cff2f2126a7b7cd0b5

Observation 8d4a4f55-fab2-4488-8fc3-5341cc9ee98f · outbound

This paper cites A Novel Uncertainty Sampling Algorithm for Cost-Sensitive Multiclass Active Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A Novel Uncertainty Sampling Algorithm for Cost-Sensitive Multiclass Active Learning,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.644402Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.063543Z digest=sha256:405ef480ffe0185b6e32c7f892f164a7d300491bf63c0ce35601e38166752f8f

Observation 357b843c-a437-467a-b9b0-4ab199083fc9 · outbound

This paper cites To Actively Initialize Active Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid To Actively Initialize Active Learning,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.634000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.066792Z digest=sha256:df8eebd6e386ee42b99c32770fd5ea53acd7f2a53b2093b6eded53630c4deb22

Observation 580202a4-9479-4a2e-b148-9f10d985931c · outbound

This paper cites Individual Comparisons by Ranking Methods,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Individual Comparisons by Ranking Methods,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.624306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.069839Z digest=sha256:0aa3a38e5170d5a8f95f20bddb10316d0c2d13a1b340b2502770e87b306d414f

Observation d9763b02-e70d-421a-bc4f-40011d1aab6d · outbound

This paper cites Active learning by querying informa- tive and representative examples,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning by querying informa- tive and representative examples,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.614847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.073309Z digest=sha256:4bb527250d8fa37d3919dd718938df815a0fd2a4dbbc196d679a6415920c5187

Observation 35e58764-9dd1-41d6-817c-66420db8ea18 · outbound

This paper cites Optimised probabilistic active learning (OPAL),.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Optimised probabilistic active learning (OPAL),

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.604812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.076484Z digest=sha256:306a8ac1f427064d2548a0cc34c79c4807180aa26d81cefcb092691ebc9f13a9

Observation e584e2ee-aeb0-4573-a950-9c607532e37b · outbound

This paper cites Active learning using transductive sparse Bayesian regression,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning using transductive sparse Bayesian regression,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.595653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.080006Z digest=sha256:e531552e6fa466b1b9027121a42a133eb4189b19e596fc2d5568daaf65b39152

Observation 82dc2b99-71b2-4d16-a569-997a17856464 · outbound

This paper cites Statistical Comparisons of Classifiers over Multiple Data Sets,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Statistical Comparisons of Classifiers over Multiple Data Sets,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.586105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.083819Z digest=sha256:d1a07e50c8b3ca3ba4007f7a2fd04f952dc99948b54d87f04240bb422b667fbe

Observation b8f3b772-a890-4302-a6c0-3a3a9df1ea07 · outbound

This paper cites Kaggle: Your Machine Learning and Data Science Community.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Kaggle: Your Machine Learning and Data Science Community

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.576650Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.086969Z digest=sha256:bf4685bf68c8e84bf4beab18b26e0d73c51e74755996ade955b15ef9bed84f76

Observation 89a6ed5d-10b3-47c8-b12c-8aae75051e34 · outbound

This paper cites ALiPy: Active Learning in Python,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid ALiPy: Active Learning in Python,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.566830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.090522Z digest=sha256:818c32c00243d1ca27024c56cdf887d84803c77a1b2f646fe0c37c8c66fc096e

Observation 0a27fe7c-2ec9-4597-8f36-c71ce8b7e298 · outbound

This paper cites Libact: Pool-based Active Learning in Python,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Libact: Pool-based Active Learning in Python,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.557400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.093447Z digest=sha256:331a5225115d19c9c9894608778b0caec6a8c97d82283f6f6b9cb5c35d13530d

Observation 5f05be86-cc7b-4064-875f-f5760295f148 · outbound

This paper cites Google/active-learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Google/active-learning,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.547744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.096470Z digest=sha256:760758b42664bc15c513c3219688c583c6c1fdc9ede6d4e4707898174358d9e3

Observation 707ca6a5-e1da-4527-a6ee-df08ae35f748 · outbound

This paper cites Scikit-activeml: A Library and Toolbox for Active Learning Algorithms,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Scikit-activeml: A Library and Toolbox for Active Learning Algorithms,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.537735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.099632Z digest=sha256:69a4f1d6072e01a3397df334d33065e530b6e79f38e3e88c342be800d208037a

Observation e0cec7bb-7e59-4af3-9ae8-b482c4a98b73 · outbound

This paper cites Small-text: Active learning for text classification in python,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Small-text: Active learning for text classification in python,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.528394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.102613Z digest=sha256:7d7cb929a3062d1190eede0f2eab592884933ac22eb45352339836ad177ba1c5

Observation 4b15df01-9d84-4cf3-82e8-598568fe638e · outbound

This paper cites Active learning by acquiring contrastive examples,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning by acquiring contrastive examples,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.518374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.105759Z digest=sha256:e1ac66d82b6db4893ce73895cd95dc78b792d8b3ffbd605ff8e8f2f6ba8d453e

Observation 7dafc70b-abb8-4b13-8417-9e534a82ad35 · outbound

This paper cites Active learning for convolutional neural networks: A core-set approach,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning for convolutional neural networks: A core-set approach,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.509078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.108998Z digest=sha256:76ef5aeb5491857fd1a3663a175450df6048cb54b5109a059febdab650a78eff

Observation 8621976f-6b33-46f6-b678-85155b330ef4 · outbound

This paper cites Dual Strategy Active Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Dual Strategy Active Learning,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.499738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.111898Z digest=sha256:9a3d63eae75971c2f4eb44585b04f2c24da82cbc564a9b7a0660e83fc715faf2

Observation 180d7986-28f5-4126-9213-4fcd00434754 · outbound

This paper cites Active learning using pre- clustering,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning using pre- clustering,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.489789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.114857Z digest=sha256:9a586b66946f7228c402ef95aa55b9425be588c34fa3165b5529a337869798f4

Observation 16112e5f-0002-49cd-9d4f-47df893cefb1 · outbound

This paper cites Cold-start active learning through self-supervised language modeling,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Cold-start active learning through self-supervised language modeling,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.479491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.118079Z digest=sha256:9b1efaf742289139c561229b6a67bc748c42469fd17ba54ab48c3d84f8560cec

Observation d486ad73-1fae-4a30-8147-9b0e5c7a8e16 · outbound

This paper cites RALF: A reinforced active learning formulation for object class recognition,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid RALF: A reinforced active learning formulation for object class recognition,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.468799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.121546Z digest=sha256:02a5ab08bc6ba5b4cd6bcba19e9aa113538cea0c93e5cd5c610c46bbe5c5506b

Observation 47374a97-361d-442a-9cc9-4c552b74cc73 · outbound

This paper cites Learning how to actively learn: A deep imitation learning approach,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Learning how to actively learn: A deep imitation learning approach,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.458202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.124670Z digest=sha256:f9750238e728e211af1a06b5b5a000ac339649da175c36a241c7a20611585853

Observation 85bac54a-3b47-4896-95ff-105c25a85759 · outbound

This paper cites Query by committee,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Query by committee,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.448920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.128524Z digest=sha256:761717cc7a4e1e2d2d1c49ebc06f9791c1a00f317cf13653befd7a0124b2ea86

Observation 7e3aef52-ccc8-49ea-be09-89be7235af85 · outbound

This paper cites Query Learning Strategies Using Boosting and Bagging.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Query Learning Strategies Using Boosting and Bagging

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.439427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.131991Z digest=sha256:9b2196d2b3a2111d205b73c45ad4802293bd6ab437d5f73cb572c71c78bf2edd

Observation 450faa52-5d33-4f9a-992b-63832512f2b4 · outbound

This paper cites Active Learning for Regression Based on Query by Committee,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active Learning for Regression Based on Query by Committee,

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.429763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.135382Z digest=sha256:ceb0d1a75ad4284f28c14cf308719751abea83cdab0c7adca7697c03b51730e3

Observation f449ae4d-b0c2-44d3-afad-78cac64752ac · outbound

This paper cites Entropy-based active learning for object recognition,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Entropy-based active learning for object recognition,

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.420322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.138909Z digest=sha256:4ec63e92ec9be1198a311fa86213a95c25ab3190be0c14fedc32d0e5c49a4835

Observation 8dd76a7f-8d1e-4fe7-aa38-87abb63c0796 · outbound

This paper cites A Sequential Algorithm for Training Text Classifiers.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A Sequential Algorithm for Training Text Classifiers

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.410608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.142081Z digest=sha256:43ed2cfc757e655c6df450cc6d791dc3887ac923d25f95efd4037668ad6b7cb3

Observation abf96367-b84b-4b2e-9416-201d95aad3ec · outbound

This paper cites Mining the Web with active hidden Markov models,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Mining the Web with active hidden Markov models,

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.401081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.145286Z digest=sha256:f69ac06f66577164283a314b7389c8f90c88144ab8af49f29b5a9d01e0beface

Observation 2f562541-0418-4075-90a1-691e91da5958 · outbound

This paper cites Active learning to recognize multiple types of plankton,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning to recognize multiple types of plankton,

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.391724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.148810Z digest=sha256:095d349d79c7af22d0816b4f61b11025220851e8ea762856955802bc2f3b98df

Observation 0d70862d-4c69-4c9b-86b6-d9746d88c605 · outbound

This paper cites Mind your outliers! investigating the negative impact of outliers on active learning for visual question answering,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Mind your outliers! investigating the negative impact of outliers on active learning for visual question answering,

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.381834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.152165Z digest=sha256:96b6711d4eae61591a0e9b3b4bb85ebbb83852df55ded37c4fe70c6cac594317

Observation 5da7ea57-4728-47e1-b1b1-e3eb6e5b7e02 · outbound

This paper cites VII. Note on regression and inheritance in the case of two parents,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid VII. Note on regression and inheritance in the case of two parents,

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.372061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.155526Z digest=sha256:46bf85c23efe38ae05831ed43c4e4c90126040210c7403bf52d53a0b34682fe5

Observation e5cc5780-de39-41a3-8afc-7dae3c6d8ff9 · outbound

This paper cites The Finley Affair: A Signal Event in the History of Forecast Verification,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid The Finley Affair: A Signal Event in the History of Forecast Verification,

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.361447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.159391Z digest=sha256:93304a0753d7ad7c73ae5392798acac9a1ca900a73a9d5dc96844becba6fa0fb

Observation dc05eed6-892f-4f3f-8e4e-c172cf69e1e3 · outbound

This paper cites A New Measure of Rank Correlation,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A New Measure of Rank Correlation,

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.352019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.162879Z digest=sha256:9e83a3d5fd139c0c9c34f4e0c138613a97c2a958fe0e490fedb15f1e4da7b97c

Observation 2df4785a-f8dd-4cb1-a3e8-4ac62ebd1311 · outbound

This paper cites The Proof and Measurement of Association between Two Things,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid The Proof and Measurement of Association between Two Things,

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.342673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.167038Z digest=sha256:2db98ec9ac40294c731a56d0bc31f9f6e08697702ded52843e45c59d48250d48

Observation bcd40551-92d1-46bb-b334-c3f4ab58af55 · outbound

This paper cites A Mathematical Theory of Communication,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A Mathematical Theory of Communication,

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.331685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.170354Z digest=sha256:b7b2b43a13e672e7624bb9e0843c27f30e12a8c6b209930555c89ecdd21c8538

Observation 87e3066b-8012-4301-a810-0a674c7629b8 · outbound

This paper cites A Survey of Active Learning for Text Classification using Deep Neural Networks,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid A Survey of Active Learning for Text Classification using Deep Neural Networks,

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.320979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.173702Z digest=sha256:b32964d7ceaeaa30284f39c66af94907bd2639813fa32e870deb233d3f4120fe

Observation 8cb07c19-b99b-4011-bac4-a2373c3521f8 · outbound

This paper cites Cartography active learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Cartography active learning,

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.310106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.176957Z digest=sha256:8971f4d1fa9399dde3c0b4fc2117fe0b77684568b016224b7a591a808a2f2210

Observation b660c0f4-5ffe-40df-ab07-d811bd7facaa · outbound

This paper cites Batchbald: Efficient and diverse batch acquisition for deep bayesian active learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Batchbald: Efficient and diverse batch acquisition for deep bayesian active learning,

Reference 75

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.300497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.180291Z digest=sha256:3e6a5e1ed8d2b27364644c4873472507494b2ca3446849bb2af66fd3bf27845b

Observation f7f24f44-48d0-4224-9ca4-907fd57402ad · outbound

This paper cites Bayesian Active Learning for Classification and Preference Learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Bayesian Active Learning for Classification and Preference Learning,

Reference 76

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.289862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.184513Z digest=sha256:bcfd6fd182d807d3ca99cb469b4517c2e613506a5b349151efcd4cffe18f632c

Observation 7c1cc33d-87ff-4e96-b401-17230b144624 · outbound

This paper cites Deep Bayesian active learning for natural language processing: Results of a large-scale empirical study,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Deep Bayesian active learning for natural language processing: Results of a large-scale empirical study,

Reference 77

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.279097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.188342Z digest=sha256:c68ee9d9ab70e377424259d8609e75b7e67d1a602b5c571a8351d25aa2f7c477

Observation 954ff9f6-831a-4b17-b148-032dc094b807 · outbound

This paper cites Selection via proxy: Efficient data selection for deep learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Selection via proxy: Efficient data selection for deep learning,

Reference 78

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.268768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.191583Z digest=sha256:748f02790a6f7cbbf7bb16a90797ac51f47652104a6d93aed3fc6ebf16a9a3ca

Observation 1ef22bf5-0810-4da5-ba14-cb077b4058b3 · outbound

This paper cites Active learning by learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Active learning by learning,

Reference 79

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.257570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.195293Z digest=sha256:b2d6daa68cc0dd48b5651494d4cd9ff20fa2ba11304396d9f793d047a0552149

Observation 02a4ceac-d54c-4521-87c3-c5282e5dc6ca · outbound

This paper cites Discovering General- Purpose Active Learning Strategies,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Discovering General- Purpose Active Learning Strategies,

Reference 80

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.246623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.198847Z digest=sha256:5e8215e128baf3f248e5a1460cb19eb14dcfd095c02b229ab9d8e4f5556c6ec5

Observation 25a60ccb-979b-4e9f-9a40-fee2fcd1e690 · outbound

This paper cites Querying discriminative and representative samples for batch mode active learning,.

Survey of Active Learning Hyperparameters: Insights from a Large-Scale Experimental Grid Querying discriminative and representative samples for batch mode active learning,

Reference 81

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:58:09.235576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T10:58:09.202976Z digest=sha256:9dab3fba4ccfafaa09d2378a8f8b1dba433835d3d2eefb6133ce67dd354af8f9

Pith citing papers

No inbound Pith citation observations are available.