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Paper Citation Record · LEDGER

Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2106.12059.

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

pith.paper-citation-record.v1
2106.12059 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:17:30.367949Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T21:15:04.578330Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 75aceb67-8637-43de-84c0-cb16063704c4 · inbound

Targeting Negative Flips in Active Learning using Validation Sets cites this paper.

Targeting Negative Flips in Active Learning using Validation Sets Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T19:14:55.566238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:14:55.566238Z digest=sha256:23cd1840f6cc45cab332fbabcb630eb684a7e27196867e5aa70fa3d0ddf7943e

Observation e6d16ca4-66c4-4fc9-a5a0-31649f65196a · inbound

Progressive Generalization Risk Reduction for Data-Efficient Causal Effect Estimation cites this paper.

Progressive Generalization Risk Reduction for Data-Efficient Causal Effect Estimation Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-12T18:50:11.939112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T18:50:11.939112Z digest=sha256:e8029bfce767e7ef320171b7726f098e431e91501e668c207cefe5c61840d825

Observation 0e6a2ccc-c193-4a63-a04f-8f893d06f93a · inbound

Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective cites this paper.

Enhancing Treatment Effect Estimation via Active Learning: A Counterfactual Covering Perspective Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T23:17:30.367949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T23:17:30.367949Z digest=sha256:fc1371fb312b4e51034cce81b616921b48057e7529342c3e6a691c52efa3186b

Observation 1a305f79-aaaf-46d2-9aa7-f99f4fb2c1c5 · inbound

X-Factor: Quality Is a Dataset-Intrinsic Property cites this paper.

X-Factor: Quality Is a Dataset-Intrinsic Property Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-07T13:06:55.556625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T13:06:55.556625Z digest=sha256:edaff978fbd48e276896591fc665115912b3af8c12b09688329346ddc1b1583a

Observation 73dee689-0639-401e-8c71-78fb735b7a98 · inbound

ConBatch-BAL: Batch Bayesian Active Learning under Budget Constraints cites this paper.

ConBatch-BAL: Batch Bayesian Active Learning under Budget Constraints Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T19:42:35.686203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:42:35.686203Z digest=sha256:f56de227d462530caddf93a9c76597876ad82f6a9ab9e9ffdd02bc411c14be8c

Observation d200a6d4-1f22-4a23-b47d-23fd1a5504dc · inbound

A Mutual Information Lower Bound for Multimodal Regression Active Learning cites this paper.

A Mutual Information Lower Bound for Multimodal Regression Active Learning Stochastic Batch Acquisition: A Simple Baseline for Deep Active Learning

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-06-30T21:15:04.581404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-30T21:09:20.350965Z digest=sha256:24d3809252c6c63b546456900efc39d646d56d06a6ae4631b6dcacda5a794afe