Paper Citation Record · LEDGER

SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2503.09594.

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

pith.paper-citation-record.v1
2503.09594 v1

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 2026-08-10T06:31:04.303077+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:18.288780Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T16:48:39.544304Z

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 1a932090-9928-47e5-b1e9-0b0223ac7ed4 · inbound

ALN-P3: Unified Language Alignment for Perception, Prediction, and Planning in Autonomous Driving cites this paper.

ALN-P3: Unified Language Alignment for Perception, Prediction, and Planning in Autonomous Driving SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:18.288780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 519bbafd-95a8-45cd-bf88-628e2a8bb1b9 · inbound

Generalized Trajectory Scoring for End-to-end Multimodal Planning cites this paper.

Generalized Trajectory Scoring for End-to-end Multimodal Planning SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:59:18.722610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9f10afa4-b8fa-427d-bfd4-fdb97e151f3c · inbound

AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-Tuning cites this paper.

AutoVLA: A Vision-Language-Action Model for End-to-End Autonomous Driving with Adaptive Reasoning and Reinforcement Fine-Tuning SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-14T21:46:44.096474Z

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.

Observation 24dd2306-b727-49d7-a1ce-04f2c6cb196b · inbound

Do Open-Loop Metrics Predict Closed-Loop Driving? A Cross-Benchmark Correlation Study of NAVSIM and Bench2Drive cites this paper.

Do Open-Loop Metrics Predict Closed-Loop Driving? A Cross-Benchmark Correlation Study of NAVSIM and Bench2Drive SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

Reference 28

Resolution: verified exact; arxiv_id, observed 2026-05-11T14:51:14.446970Z

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.

Observation 735247b1-fea0-4a8c-82f8-86eb9723a609 · inbound

DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving cites this paper.

DeepSight: Long-Horizon World Modeling via Latent States Prediction for End-to-End Autonomous Driving SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

Reference 60

Resolution: metadata mismatch; arxiv_id, observed 2026-05-12T06:31:26.034972Z

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.

Observation 96ceb862-ac14-4d13-999a-8a92482e8205 · inbound

Teaching Vision-Language-Action Models What to See and Where to Look cites this paper.

Teaching Vision-Language-Action Models What to See and Where to Look SimLingo: Vision-Only Closed-Loop Autonomous Driving with Language-Action Alignment

Reference 43

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T16:48:39.546500Z

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.