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Paper Citation Record · LEDGER

Improving Learning-to-Defer Algorithms Through Fine-Tuning

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2112.10768.

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

pith.paper-citation-record.v1
2112.10768 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:23:03.891594Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-24T04:13:53.332407Z

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 a39723c8-c3f0-42f2-b19c-c76d62d25162 · inbound

AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems cites this paper.

AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems Improving Learning-to-Defer Algorithms Through Fine-Tuning

Reference 126

Resolution
verified exact
arxiv_id, observed 2026-05-24T04:13:53.338887Z

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=2026-05-24T04:11:49.445697Z digest=sha256:a6e70f17d2ec042d79b073e3e1ca8c0a3fca4fa588dd3ab3716e1054b94f18d0

Observation 5bec69c5-848b-4311-a919-cf1fd3a25035 · inbound

Bayesian Inference for Correlated Human Experts and Classifiers cites this paper.

Bayesian Inference for Correlated Human Experts and Classifiers Improving Learning-to-Defer Algorithms Through Fine-Tuning

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-07T10:23:03.891594Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:23:03.891594Z digest=sha256:a334784032a3b23733eedddacd645dc870170b7b1508e2fca61e5bed5cec4dd4

Observation 42d3b9fb-ad8a-48ff-bb16-10d7fcd368d6 · inbound

Optimized Deferral for Imbalanced Settings cites this paper.

Optimized Deferral for Imbalanced Settings Improving Learning-to-Defer Algorithms Through Fine-Tuning

Reference 103

Resolution
verified exact
arxiv_id, observed 2026-05-12T10:06:29.768968Z

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=arxiv_source observed=2026-05-07T07:44:35.524601Z digest=sha256:b0d25e832e172cbc1ab2650a30f97642d80fb871bcb6dddaf43d64df8329a090