Paper Citation Record · LEDGER

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model

As of 11 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2606.16667.

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

pith.paper-citation-record.v1
2606.16667 v4

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T11:16:00.101019Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

20 of 20 outbound references displayed

verified exact0
verified fuzzy0
unresolved20
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ca38b6f8-24e0-4796-b6b6-5a4ee5004ec0 · outbound

This paper cites N.; Bates, S.; Cand \`e s, E.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model N.; Bates, S.; Cand \`e s, E

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:57.939921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da4f07d2-cc5b-49b4-a3f4-08254b18a66b · outbound

This paper cites Qwen3-VL Technical Report.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Qwen3-VL Technical Report

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:57.992765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e38381eb-e9f0-48f4-bae1-427c790f3769 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.098799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d38a6851-a3bb-44c5-b062-412ab3f7f754 · outbound

This paper cites TUBench: Benchmarking Large Vision-Language Models on Trustworthiness with Unanswerable Questions.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model TUBench: Benchmarking Large Vision-Language Models on Trustworthiness with Unanswerable Questions

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.215125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87947184-1fc5-4019-86b9-2b456403a279 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.329113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39aaea0b-6741-4d38-a5d0-81d513d0a8ad · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.421600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0152a1c6-a3c7-4f8f-b901-3e7118635ad8 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.534608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5298aa0-70ed-4ed8-bb22-19f8e71d1078 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.633029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 00d74791-8a1b-4ad6-99c6-40ebcc2a7e28 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.741826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8990aad2-670f-458f-99ef-ec2061df8441 · outbound

This paper cites J.; Cui, W.; Li, B.; Zhang, J.; and Malin, B.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model J.; Cui, W.; Li, B.; Zhang, J.; and Malin, B

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.804233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3e0f4ae-0896-4752-b8ef-53609eaa09e6 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.880701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ceb93b7-48bf-410d-9183-7b48330af032 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:58.982076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8a211af-5275-4260-86d8-c1cd10a27fb3 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.124878Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0806b89-b7de-4e7c-a4f8-0a344f299742 · outbound

This paper cites an unresolved cited work.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.246812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db686ce7-4ca3-47a9-b090-1005f5028950 · outbound

This paper cites selective prediction.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model selective prediction

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.326627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d71e7d68-721a-4a96-97f4-b359746a77d2 · outbound

This paper cites Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Learning Conformal Abstention Policies for Adaptive Risk Management in Large Language and Vision-Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.489036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 044ce0fb-dda6-4789-8249-fa7f7c9de6f0 · outbound

This paper cites Conformal Thinking: Risk Control for Reasoning on a Compute Budget.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Conformal Thinking: Risk Control for Reasoning on a Compute Budget

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.642149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c21ee8d-a445-4dce-9cbc-72deb0b092d5 · outbound

This paper cites Selective Conformal Risk Control.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Selective Conformal Risk Control

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.794786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f43a1ac-2fe2-4199-b4bd-c7ed009781b0 · outbound

This paper cites Mitigating LLM Hallucinations via Conformal Abstention.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Mitigating LLM Hallucinations via Conformal Abstention

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T11:15:59.935570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f40d1c89-5ccd-4077-99a2-73f096b28c5b · outbound

This paper cites Towards Perceiving Small Visual Details in Zero-shot Visual Question Answering with Multimodal LLMs.

Look Again Before You Abstain:Budgeted Conformal Evidence Acquisition for Reliable Vision-Language Model Towards Perceiving Small Visual Details in Zero-shot Visual Question Answering with Multimodal LLMs

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T11:16:00.101019Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.