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Paper Citation Record · LEDGER

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design

As of 5 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2605.01345.

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

pith.paper-citation-record.v1
2605.01345 v3

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T11:50:26.030339Z

measured 18 of 18 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T10:38:41.735204Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T02:46:28.914422Z

Reference resolution

17 of 17 outbound references displayed

  • verified exact2
  • verified fuzzy6
  • unresolved6
  • parse uncertain1
  • malformed identifier1
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4c17fc5e-ebf6-4593-a388-ad9af2a779c7 · outbound

This paper cites BED-LLM: Intelligent Information Gathering with LLMs and Bayesian Experimental Design.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design BED-LLM: Intelligent Information Gathering with LLMs and Bayesian Experimental Design

Reference 1

Resolution
verified exact
local_arxiv, observed 2026-05-12T01:41:14.927669Z

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=2026-07-11T11:50:26.030339Z digest=sha256:d326123101f260f0498fc7e9f9ccd9dc98dcdb87a5f49631cd84bf3de3527724

Observation 22de78c7-d998-443e-bf55-9c5167dae9d5 · outbound

This paper cites MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design MinerU2.5: A Decoupled Vision-Language Model for Efficient High-Resolution Document Parsing

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-17T13:25:32.206292Z

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=2026-05-12T01:40:35.576232Z digest=sha256:647b8788d55098cc76e4688143ad8738230185bf841c0927bc4404932ea3214e

Observation 5eeec845-22e0-4a1f-9d7f-d797d875de92 · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 3

Resolution
metadata mismatch
local_arxiv, observed 2026-05-12T01:41:19.847345Z

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=2026-05-12T01:40:35.576232Z digest=sha256:754f3176a9a73952cde16f484865467520c6f6b987e878c71c63e20c51b748fb

Observation 05c02d7a-20fd-4739-a8fe-a9b8efd5390b · outbound

This paper cites Pviewed = X j∈Goverlap P(Grid i) where Goverlap denotes the grid cells covered by the current intervention crop to a certain extent (15% of the grid area in our experiments).

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Pviewed = X j∈Goverlap P(Grid i) where Goverlap denotes the grid cells covered by the current intervention crop to a certain extent (15% of the grid area in our experiments)

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T06:18:38.621292Z

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=2026-05-12T01:40:35.576232Z digest=sha256:9a5678a1ed2bf21b116039b0e1d08bdcbb07f237c53cdca20b97394133b86314

Observation 2117b56b-c156-4d57-a900-aa530c342d98 · outbound

This paper cites can the model produce an answer.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design can the model produce an answer

Reference 5

Resolution
malformed identifier
raw_fallback, observed 2026-05-14T06:18:38.576650Z

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=2026-05-12T01:40:35.576232Z digest=sha256:c5d9a8ce8e55650137fa1dafd8c5bf1126fe455e98ec1107be5f4d259783fd7f

Observation b23943e9-d012-4fa2-ad34-2980be9ad310 · outbound

This paper cites an unresolved cited work.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-05-14T06:18:38.629391Z

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=2026-05-12T01:40:35.576232Z digest=sha256:16f680db94129abb02df83008f13a1976b0fcd13b508bea602f34cb2df194dab

Observation 0e6a07d7-83b3-41c2-b819-ba587c90e0be · outbound

This paper cites an unresolved cited work.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-05-14T06:18:38.633491Z

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=2026-05-12T01:40:35.576232Z digest=sha256:1715b1d027ac6a67d9dfea65891e6a71341eb620eec838ae164d5a797d1a97c1

Observation e1a8aaec-8d40-4519-80bb-cef56ac8200f · outbound

This paper cites an unresolved cited work.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-05-14T06:18:38.625376Z

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=2026-05-12T01:40:35.576232Z digest=sha256:3e20ac9c38efdb5f94b8e732d2e2a358fbe2c551830aaaab4c80c2125dd3d22b

Observation 08c29c37-0e8a-45fa-9002-2dc5b229d41e · outbound

This paper cites an unresolved cited work.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-05-14T06:18:38.585234Z

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=2026-05-12T01:40:35.576232Z digest=sha256:af792bdc24578e5144aed4d9ff013400d91bc8889b51dd5ee804a73ae161f598

Observation 6cd236af-1bc1-4bf4-b4ae-032383f2e061 · outbound

This paper cites an unresolved cited work.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-05-14T06:18:38.607618Z

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=2026-05-12T01:40:35.576232Z digest=sha256:ac14abdbc9437fe0e5182ec96fbc37e167450a3a5772bce1d18eb2a85a2aba4c

Observation 36e87788-6de7-4c0f-875e-94853e795644 · outbound

This paper cites Yes” or “No.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Yes” or “No

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T06:18:38.593528Z

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=2026-05-12T01:40:35.576232Z digest=sha256:e9e9866a19816dc4d234026c5d854afb231fd6e191e53c110a86a452a51f1699

Observation 7fbf30a7-6c07-4724-b121-84799cccfc22 · outbound

This paper cites an unresolved cited work.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Unresolved cited work

Reference 12

Resolution
parse uncertain
raw_fallback, observed 2026-05-14T06:18:38.580839Z

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=2026-05-12T01:40:35.576232Z digest=sha256:bcee99887a1cd3651168c4edf7ee76bd5412880e12fa736c4cfee131a4dccc13

Observation f575d0a1-c6dd-4ed8-8a4a-053aab297e4e · outbound

This paper cites an unresolved cited work.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-05-14T06:18:38.611530Z

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=2026-05-12T01:40:35.576232Z digest=sha256:531eca2299666b5e6017e5182eede7d4b9990cb319ea80c789d00367e4de34ee

Observation bb7d46c4-cf82-4ed9-beb9-ad3a3b6a85f0 · outbound

This paper cites If current turn == max turns, you must skip tool usage and provide the most accurate<answer>possible based on existing information.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design If current turn == max turns, you must skip tool usage and provide the most accurate<answer>possible based on existing information

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T06:18:38.616011Z

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=2026-05-12T01:40:35.576232Z digest=sha256:c8f7adecff13ec797c5d150c073bd6c28bd5134cff53fb548e6791a68333deba

Observation eeb1aa86-2646-42aa-8ffa-588db6f834a3 · outbound

This paper cites Crop first, perception (e.g., detection) later.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Crop first, perception (e.g., detection) later

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T06:18:38.597602Z

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=2026-05-12T01:40:35.576232Z digest=sha256:b3d21a4fb60142b49fb32918089b7d106694d7d1ceb10f58e475dcf1bc0dc6f4

Observation 979ac0c1-2936-4a6f-9036-f065806d9c8a · outbound

This paper cites Problem-Solving Strategy 1.Locate the object of interest first: • If the question provides the approximate location, zoom in that area to locate the object.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design Problem-Solving Strategy 1.Locate the object of interest first: • If the question provides the approximate location, zoom in that area to locate the object

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T06:18:38.603389Z

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=2026-05-12T01:40:35.576232Z digest=sha256:571b225dabd32304d77a93c11081b3a9a8b6584cd663fea47cef214d9cc4f8ed

Observation 5f150131-50cc-4373-9836-94264dfd57e7 · outbound

This paper cites You can verify your judgment with detection, but never treat its results as arguments.

The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design You can verify your judgment with detection, but never treat its results as arguments

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-05-14T06:18:38.589550Z

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=2026-05-12T01:40:35.576232Z digest=sha256:37227f6876da4caa3c8d12906ca3b8883c5cc4b86d2277d8e50d119d742d64ac

Pith citing papers

Observation c6aa4e48-e6ca-4eb3-98f6-b7610064ce5b · inbound

ToolGate: Token-Efficient Pre-Call Control for Tool-Augmented Vision-Language Agents cites this paper.

ToolGate: Token-Efficient Pre-Call Control for Tool-Augmented Vision-Language Agents The Perceptual Bandwidth Bottleneck in Vision-Language Models: Active Visual Reasoning via Sequential Experimental Design

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-07-02T02:46:28.916114Z

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=2026-06-28T10:38:41.735204Z digest=sha256:2b1186383b61572d14334c6f64a5b9277e80329176827526c6194f056d5e5919