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Paper Citation Record · LEDGER

Automated Image Data Preprocessing with Deep Reinforcement Learning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:1806.05886.

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

pith.paper-citation-record.v1
1806.05886 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:23:30.657600Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T10:57:46.868702Z

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 1fde8060-ad89-428e-be21-be6d556637c2 · inbound

LLaPipe: LLM-Guided Reinforcement Learning for Automated Data Preparation Pipeline Construction cites this paper.

LLaPipe: LLM-Guided Reinforcement Learning for Automated Data Preparation Pipeline Construction Automated Image Data Preprocessing with Deep Reinforcement Learning

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-06T16:23:30.657600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:23:30.657600Z digest=sha256:0fd0a2d761dd50ec71e937e83ff8a5dee18d9fa355be1120371288a90b95376b

Observation 4b949d00-8552-473a-8702-8f5751de0a90 · inbound

LLM-AutoDP: Automatic Data Processing via LLM Agents for Model Fine-tuning cites this paper.

LLM-AutoDP: Automatic Data Processing via LLM Agents for Model Fine-tuning Automated Image Data Preprocessing with Deep Reinforcement Learning

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-16T10:57:46.870170Z

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.

source=pdf_text observed=2026-05-16T10:54:22.183741Z digest=sha256:068b1642e1b9c184aca474bc89e48102566d10ec2bfe1072815252fed38e5fb3