Paper Citation Record · LEDGER

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

As of 15 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2607.24440.

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

pith.paper-citation-record.v1
2607.24440 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T14:56:09.665186Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

13 of 13 outbound references displayed

verified exact0
verified fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

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

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

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.

Observation 47e47557-80cb-4aa3-b783-4d4643aa2b7b · outbound

This paper cites Food-101 – mining discriminative components with random forests.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Food-101 – mining discriminative components with random forests

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:08.324477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b89f068a-8eb9-4243-9be3-54e3f1e25aff · outbound

This paper cites an unresolved cited work.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:08.438250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15c8e9df-6aac-4cef-b6ce-eee9c2ab9832 · outbound

This paper cites Overconfidence is Key: Verbalized Uncertainty Evaluation in Large Language and Vision-Language Models.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Overconfidence is Key: Verbalized Uncertainty Evaluation in Large Language and Vision-Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:08.549295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2a2b0fd-bf8a-47df-beef-3b9d0cb2b965 · outbound

This paper cites Weinberger.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Weinberger

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:08.711282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f96a8eb1-b60a-4213-aa59-720e8befbd0a · outbound

This paper cites Benchmarking Neural Network Robustness to Common Corruptions and Perturbations.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Benchmarking Neural Network Robustness to Common Corruptions and Perturbations

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:08.875571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5507bb8a-079a-4d0c-ac0e-21473c115327 · outbound

This paper cites Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Benchmarking Robustness in Object Detection: Autonomous Driving when Winter is Coming

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:08.975421Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27793f3b-42ca-4855-bb39-6b9dd137da2a · outbound

This paper cites Cooper, and Milos Hauskrecht.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Cooper, and Milos Hauskrecht

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:09.135401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9d9e95c-9ed4-41ee-9e0a-360d9a0dab06 · outbound

This paper cites Can you trust your model’s uncertainty? evaluating predictive uncertainty under dataset shift.Advances in Neural Information Processing Systems, 32, 2019.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Can you trust your model’s uncertainty? evaluating predictive uncertainty under dataset shift.Advances in Neural Information Processing Systems, 32, 2019

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:09.263283Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7d76f1a-af3a-4606-a978-20e5b8b9d226 · outbound

This paper cites Interpreting the effects of quantization on LLMs.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Interpreting the effects of quantization on LLMs

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:09.360864Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f410d905-d7d6-47c2-9bcf-a59056b4edb9 · outbound

This paper cites Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:09.451029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82f26bb8-7e96-42e0-af43-b6bdf05eba4e · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:09.550109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b457903f-c04a-424a-ad41-ad39f0db991e · outbound

This paper cites Can LLMs express their uncertainty? an empirical evaluation of confidence elicitation in LLMs.

Bigger or Cheaper? Scale and Quantization Effects on Uncertainty Signals in Vision-Language Models Under Image Degradation Can LLMs express their uncertainty? an empirical evaluation of confidence elicitation in LLMs

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T14:56:09.665186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.