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Paper Citation Record · LEDGER

Hyperparameters in Contextual RL are Highly Situational

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 1 inbound Pith citation observation for arXiv:2212.10876.

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

pith.paper-citation-record.v1
2212.10876 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 1 of 1 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T19:07:39.619016Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-11T19:07:39.883251Z

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 7eaf0051-ba98-4ef0-9559-9eddf46d8cfd · inbound

A Method for Evaluating Hyperparameter Sensitivity in Reinforcement Learning cites this paper.

A Method for Evaluating Hyperparameter Sensitivity in Reinforcement Learning Hyperparameters in Contextual RL are Highly Situational

Reference 2

Resolution
verified exact
local_arxiv, observed 2026-08-11T19:07:39.909523Z

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=arxiv_source observed=2026-08-11T19:07:39.619016Z digest=sha256:55543ed0c0347f58e80ff454bc8db396aa351eb3d1c62c37bea9220a404c8af8