Pith. sign in

Paper Citation Record · LEDGER

CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2503.08683.

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

pith.paper-citation-record.v1
2503.08683 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 2026-08-16T06:30:59.297886+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:32:33.312942Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T06:29:38.021032Z

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 dc341487-bc0e-4aac-b890-0de8b8317808 · inbound

Automated Vehicles Should be Connected with Natural Language cites this paper.

Automated Vehicles Should be Connected with Natural Language CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T21:48:54.060647Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T21:48:54.060647Z digest=sha256:a422b010cda04fcdb29ae12230500d0e3ed65f8b0bbf63e13dd106fe3ca49efd

Observation c52f118a-c617-49d2-a96f-c4f6c9db638f · inbound

MDrive: Benchmarking Closed-Loop Cooperative Driving for End-to-End Multi-agent Systems cites this paper.

MDrive: Benchmarking Closed-Loop Cooperative Driving for End-to-End Multi-agent Systems CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-12T06:51:27.494358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-12T03:57:11.504679Z digest=sha256:1de09d24fd7fb5cf0928346991909143726c0985bc02c1e679fa36d228142599

Observation d6a62b20-7ca5-4789-bcb0-5db115b97d95 · inbound

EponaV2: Driving World Model with Comprehensive Future Reasoning cites this paper.

EponaV2: Driving World Model with Comprehensive Future Reasoning CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-15T05:15:02.696453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-15T05:14:28.714494Z digest=sha256:8d287df20e6af60b4abbbfe8a5ff1ec1b08f97c6c0c15a03986c334f8f1d4607

Observation 9ccebe21-e47a-4fb9-83e5-ceed6a445db8 · inbound

OmniV2X: A Generative Foundation Planner for Efficient End-to-End Cooperative Driving cites this paper.

OmniV2X: A Generative Foundation Planner for Efficient End-to-End Cooperative Driving CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-07-04T06:29:38.022862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-06-26T14:24:07.496389Z digest=sha256:bdcc422c896d69784b28ee66178ba9682cb03a2dc7b70d7e37fc44c539e524f5

Observation 8ab46e95-b50c-4aaa-b906-9391c555ca3e · inbound

Vision-Language Assistant for Emotional Reactions to Risky Driving cites this paper.

Vision-Language Assistant for Emotional Reactions to Risky Driving CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-01T21:10:54.806772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T21:10:54.806772Z digest=sha256:34f2899694197dfb2341a36b9f76507919f902b3bcb7cedf502e8c40cacfa9d7

Observation 94a947ed-fbef-499f-90e6-aa3861f7806f · inbound

CMU-Drive and V2V-VLA: Cooperative Multi-agent Unified Driving with Reasoning Benchmark and Vehicle-to-Vehicle Vision-Language-Action Models cites this paper.

CMU-Drive and V2V-VLA: Cooperative Multi-agent Unified Driving with Reasoning Benchmark and Vehicle-to-Vehicle Vision-Language-Action Models CoLMDriver: LLM-based Negotiation Benefits Cooperative Autonomous Driving

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-11T00:32:33.312942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:32:33.312942Z digest=sha256:5916cb364de020ad959e9374a3d8f2b23c969f3e58214dba2cd46cfc78cf46c9