Paper Citation Record · LEDGER

CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model

As of 8 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2412.04209.

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

pith.paper-citation-record.v1
2412.04209 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 2026-08-08T06:32:00.761636+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:02:58.164947Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T19:30:07.224645Z

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 5d983f1b-6112-4734-b754-ecf33dd94428 · inbound

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects cites this paper.

Chain-of-Thought for Autonomous Driving: A Comprehensive Survey and Future Prospects CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T14:02:58.164947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d6efe36-ccfc-4e2c-8603-29d025439a0b · inbound

Using Ensemble Diffusion to Estimate Uncertainty for End-to-End Autonomous Driving cites this paper.

Using Ensemble Diffusion to Estimate Uncertainty for End-to-End Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-25T08:20:32.176481Z

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 b4dcbcd8-2747-48e8-8d6a-f54cc2f0009a · inbound

VLM-UDMC: VLM-Enhanced Unified Decision-Making and Motion Control for Urban Autonomous Driving cites this paper.

VLM-UDMC: VLM-Enhanced Unified Decision-Making and Motion Control for Urban Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T15:40:32.550341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48444614-cd18-4443-81ca-ef1e291e21f2 · inbound

Decision-Making with Lightweight Confidence-Aware Language Model for Autonomous Driving cites this paper.

Decision-Making with Lightweight Confidence-Aware Language Model for Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-06-29T22:04:00.190425Z

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 446498b9-4cb3-4090-af60-74ced37ebcda · inbound

LUNA-AD: Lightweight Uncertainty-Aware Language Model with Lifelong Learning for Autonomous Driving cites this paper.

LUNA-AD: Lightweight Uncertainty-Aware Language Model with Lifelong Learning for Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-07-02T22:47:25.609548Z

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 2907f3f8-7299-4dcc-a2ce-b4c9c5e22cc6 · inbound

ASSCG: Just-Right Gating over Chattering for Fast-Slow LLM Planning in Autonomous Driving cites this paper.

ASSCG: Just-Right Gating over Chattering for Fast-Slow LLM Planning in Autonomous Driving CALMM-Drive: Confidence-Aware Autonomous Driving with Large Multimodal Model

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-07-04T19:30:07.226278Z

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.