Paper Citation Record · LEDGER

Probing Multimodal LLMs as World Models for Driving

As of 11 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2405.05956.

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

pith.paper-citation-record.v1
2405.05956 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 4 of 4 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-10T21:37:05.147643Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:32:32.968804Z

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 82fa2ae1-294c-4da8-a123-664d0f96670c · inbound

Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions cites this paper.

Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions Probing Multimodal LLMs as World Models for Driving

Reference 216

Resolution: unresolved; no resolver link, observed 2026-08-10T21:37:05.147643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e454fbab-7def-40f2-a788-9248bc926182 · inbound

A Survey of World Models for Autonomous Driving cites this paper.

A Survey of World Models for Autonomous Driving Probing Multimodal LLMs as World Models for Driving

Reference 178

Resolution: unresolved; no resolver link, observed 2026-08-10T18:31:52.819638Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a80ce3f2-65b4-4f9d-a10d-4fc07bddd1ae · inbound

GeoDrive: 3D Geometry-Informed Driving World Model with Precise Action Control cites this paper.

GeoDrive: 3D Geometry-Informed Driving World Model with Precise Action Control Probing Multimodal LLMs as World Models for Driving

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T13:13:46.105756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22587161-380b-4260-bfb3-9c2f043456e2 · inbound

ETA: Efficiency through Thinking Ahead, A Dual Approach to Self-Driving with Large Models cites this paper.

ETA: Efficiency through Thinking Ahead, A Dual Approach to Self-Driving with Large Models Probing Multimodal LLMs as World Models for Driving

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:32:32.976005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.