Paper Citation Record · LEDGER

When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

As of 17 July 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2602.08236.

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

pith.paper-citation-record.v1
2602.08236 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-17T06:31:00.352745+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-14T07:27:08.281893Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T13:59:51.783600Z

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 479bacc6-ae39-4aab-ad80-d00aea89af51 · inbound

WorldMAP: Bootstrapping Vision-Language Navigation Trajectory Prediction with Generative World Models cites this paper.

WorldMAP: Bootstrapping Vision-Language Navigation Trajectory Prediction with Generative World Models When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-02T03:04:04.688674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-17T06:31:00.352745+00:00.

Observation 38255bd4-f7fe-477d-9ada-8fbd9b4543a5 · inbound

STORM: Internalized Modeling for Spatial-Temporal Reasoning in Video-Language Models cites this paper.

STORM: Internalized Modeling for Spatial-Temporal Reasoning in Video-Language Models When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-06-29T23:14:02.224535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-17T06:31:00.352745+00:00.

Observation 6f6731d0-2cb5-46a0-8379-006a217dc5c9 · inbound

How and What to Imagine? Visual Thinking in Unified Multimodal Models for Cross-View Spatial Reasoning cites this paper.

How and What to Imagine? Visual Thinking in Unified Multimodal Models for Cross-View Spatial Reasoning When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-06-29T18:23:50.664354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-17T06:31:00.352745+00:00.

Observation c8903361-cfb1-4845-ad18-24f55cf266bd · inbound

Seeing Isn't Knowing: Do VLMs Know When Not to Answer Spatial Questions (and Why)? cites this paper.

Seeing Isn't Knowing: Do VLMs Know When Not to Answer Spatial Questions (and Why)? When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-06-29T07:53:13.583420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-17T06:31:00.352745+00:00.

Observation 37677522-d3b0-436e-88a4-f9069f9def3a · inbound

Einstein World Models cites this paper.

Einstein World Models When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

Reference 113

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T13:59:51.784933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-17T06:31:00.352745+00:00.

Observation 68c8fa59-7253-4e7e-a801-5cf8801205e0 · inbound

RetroHolmes: When Semantic Plausibility Fails Retrospective Physical Process Reasoning cites this paper.

RetroHolmes: When Semantic Plausibility Fails Retrospective Physical Process Reasoning When and How Much to Imagine: Adaptive Test-Time Scaling with World Models for Visual Spatial Reasoning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-07-14T07:27:08.281893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.