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Paper Citation Record · LEDGER

Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models

As of 7 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2504.03440.

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

pith.paper-citation-record.v1
2504.03440 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 2026-08-07T06:34:17.273281+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T21:01:34.115666Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

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

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 78d477b0-a382-442a-bac3-f107bf2d26d8 · inbound

Improving MLLM Historical Record Extraction with Test-Time Image cites this paper.

Improving MLLM Historical Record Extraction with Test-Time Image Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models

Reference 17

Resolution
verified exact
local_arxiv, observed 2026-08-04T21:01:35.413549Z

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=2026-08-04T21:01:34.115666Z digest=sha256:9145403790e8515efc9d855967fb901df49f72d20f3538b15e9edfc25e62962d

Observation 0a85d56a-2aec-4c9b-88a5-ba5b56536589 · inbound

Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation cites this paper.

Small Vision-Language Models Know When They Are Wrong But Cannot Say So: A Two-Model Study of Stated versus Internal Confidence Under Realistic Image Degradation Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-01T06:03:16.857822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T06:03:16.857822Z digest=sha256:29771dee78ecc6d3ec556e8ec10a3aac248a217c80a83d2785d563cbcd9497a8

Observation 5de265a8-3032-4278-bf77-d1c9f8b999c9 · inbound

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation cites this paper.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Know What You do Not Know: Verbalized Uncertainty Estimation Robustness on Corrupted Images in Vision-Language Models

Reference 1

Resolution
unresolved
no resolver link, observed 2026-07-31T14:56:08.200348Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T14:56:08.200348Z digest=sha256:0bc83f7717af34d2ad4e142bd8bce32bcff080d17c8c51357e50b77a16b2c401