Paper Citation Record · LEDGER

TS-VLM: Text-Guided SoftSort Pooling for Vision-Language Models in Multi-View Driving Reasoning

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 4 inbound Pith citation observations for arXiv:2505.12670.

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

pith.paper-citation-record.v1
2505.12670 v1

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 2026-08-08T06:32:00.761636+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:31:04.357239Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-17T06:48:01.003547Z

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 88023e48-d173-4a4c-a9d3-d4966c1b92f8 · inbound

A Survey on Vision-Language-Action Models for Autonomous Driving cites this paper.

A Survey on Vision-Language-Action Models for Autonomous Driving TS-VLM: Text-Guided SoftSort Pooling for Vision-Language Models in Multi-View Driving Reasoning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-06T21:31:04.357239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfcf9d86-99c1-456d-b038-bd242dcb871c · inbound

DriveVLA-W0: World Models Amplify Data Scaling Law in Autonomous Driving cites this paper.

DriveVLA-W0: World Models Amplify Data Scaling Law in Autonomous Driving TS-VLM: Text-Guided SoftSort Pooling for Vision-Language Models in Multi-View Driving Reasoning

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-17T06:48:01.006961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 627aa47c-1cfa-4c1e-9669-aa899392543e · inbound

CoWorld-VLA: Thinking in a Multi-Expert World Model for Autonomous Driving cites this paper.

CoWorld-VLA: Thinking in a Multi-Expert World Model for Autonomous Driving TS-VLM: Text-Guided SoftSort Pooling for Vision-Language Models in Multi-View Driving Reasoning

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:56:28.631229Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 33116493-0463-46f0-95d1-2259158c7857 · inbound

CoWorld-VLA: Thinking in a Multi-Expert World Model for Autonomous Driving cites this paper.

CoWorld-VLA: Thinking in a Multi-Expert World Model for Autonomous Driving TS-VLM: Text-Guided SoftSort Pooling for Vision-Language Models in Multi-View Driving Reasoning

Reference 46

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:38:00.679725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.