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Paper Citation Record · LEDGER

Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2503.16199.

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

pith.paper-citation-record.v1
2503.16199 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 2026-08-05T06:32:48.257954+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T07:27:56.163337Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T04:37:37.627565Z

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 e4762b6f-a84f-4d42-9df9-0072934e439d · inbound

Concepts Worth Having: Refining VLM-Guided Concept Bottleneck Models with Minimal Annotations cites this paper.

Concepts Worth Having: Refining VLM-Guided Concept Bottleneck Models with Minimal Annotations Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-05-20T21:49:05.308846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-20T21:47:42.958875Z digest=sha256:68e2e07f8daf841e1c11eaf27a222b56519876c68a6e70acf0b821bd9cfdb174

Observation 40ad2df8-8ac1-4bd2-a578-5e2dcdbfb103 · inbound

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models cites this paper.

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-07-02T06:16:43.799836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-06-28T07:27:56.163337Z digest=sha256:7261ef3397863a6893e6a1cce8a9506b65ce1a8b5e7b7142748dde2019a1cffe

Observation bd6ce494-5255-4eda-af0b-11b9bf70fad8 · inbound

In Defense of Information Leakage in Concept-based Models cites this paper.

In Defense of Information Leakage in Concept-based Models Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts

Reference 198

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T04:37:37.629235Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=arxiv_source observed=2026-06-27T13:43:55.952527Z digest=sha256:f661537ed7c5d4fd5cff79576c3b1f253521fa3645a41ca3d8cade876ed29dc1