Pith. sign in

Paper Citation Record · LEDGER

LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 32 inbound Pith citation observations for arXiv:2310.03026.

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

pith.paper-citation-record.v1
2310.03026 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 32 of 32 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 32 of 32 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T22:43:32.891625Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:00:07.807199Z

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 b61e9432-6215-4430-80ea-241abd30d63a · inbound

VADv2: End-to-End Vectorized Autonomous Driving via Probabilistic Planning cites this paper.

VADv2: End-to-End Vectorized Autonomous Driving via Probabilistic Planning LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-24T03:18:49.465010Z

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.

source=pdf_text observed=2026-05-24T03:16:03.058129Z digest=sha256:97b8cf4861bf46e8c7f276bdb2e223fd7a13bd9a7eed75b225cd6652784bb06a

Observation 06c9bb3a-8e23-4493-946d-ae7b8013c1b2 · inbound

Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving cites this paper.

Senna: Bridging Large Vision-Language Models and End-to-End Autonomous Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 59

Resolution
verified exact
arxiv_id, observed 2026-05-15T15:24:23.900678Z

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.

source=pdf_text observed=2026-05-15T15:24:23.756052Z digest=sha256:a7826c0f5b6ea20972bf1d9104147e6468896123a602f573a5cdb41c95a0f70c

Observation 39cf8368-b837-4659-8d9b-fb99749931d8 · inbound

A Survey on LLM-as-a-Judge cites this paper.

A Survey on LLM-as-a-Judge LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 128

Resolution
verified exact
arxiv_id, observed 2026-05-23T17:35:44.327286Z

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.

source=pdf_text observed=2026-05-23T17:33:13.394338Z digest=sha256:03b18ac32b09f6684769be4a157fa34521adabf5abb85ddecea2f63460518177

Observation 6387957e-462b-49d0-a59d-869537d0cec1 · inbound

Vision-Integrated LLMs for Autonomous Driving Assistance : Human Performance Comparison and Trust Evaluation cites this paper.

Vision-Integrated LLMs for Autonomous Driving Assistance : Human Performance Comparison and Trust Evaluation LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-08T22:43:32.891625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T22:43:32.891625Z digest=sha256:62232f8824d76e6b6f676bc5768fea842815a0ee94cef8921e9409cf2969d9f4

Observation 066393f4-aeb3-4551-8209-cb4414fb8cf1 · inbound

LimSim Series: An Autonomous Driving Simulation Platform for Validation and Enhancement cites this paper.

LimSim Series: An Autonomous Driving Simulation Platform for Validation and Enhancement LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-07T22:25:46.117330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:25:46.117330Z digest=sha256:abd0c1d3e6bb1bcb351d9e95b99d5e2db331a8445569f8887ce5c29fde9c4627

Observation 6c093cc4-8f95-42eb-9cc5-1472549530a7 · inbound

ManeuverGPT Agentic Control for Safe Autonomous Stunt Maneuvers cites this paper.

ManeuverGPT Agentic Control for Safe Autonomous Stunt Maneuvers LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-23T00:42:18.898854Z

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.

source=pdf_text observed=2026-05-23T00:41:22.356056Z digest=sha256:63b682197fd4e19aab18db771ca55ffc8121900ba74c318a6edba711392b1fc4

Observation 353ea02f-bbf4-4792-b65f-f4ae204e286d · inbound

A closer look at how large language models trust humans: patterns and biases cites this paper.

A closer look at how large language models trust humans: patterns and biases LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-22T18:21:55.929085Z

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.

source=pdf_text observed=2026-05-22T18:20:13.045440Z digest=sha256:b9b489004cb22468bdea437b0afc2d56b5597904cbc8113eca6efb7a14c89661

Observation 4cf5fb0e-f5f1-4926-b229-8a9391362416 · inbound

TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving cites this paper.

TinyDrive: Multiscale Visual Question Answering with Selective Token Routing for Autonomous Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-07T15:17:58.371824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:17:58.371824Z digest=sha256:2f0c817571584a365f56f544c440a9b16695697456c2563fbb8a72581ee42bc5

Observation e0836e9a-e86e-4095-a2a2-22ced4d77450 · inbound

Generative AI for Autonomous Driving: A Review cites this paper.

Generative AI for Autonomous Driving: A Review LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 224

Resolution
unresolved
no resolver link, observed 2026-08-07T15:24:07.174965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T15:24:07.174965Z digest=sha256:37cc9bae1d69ea4a85994e17d0382a87468d784cf0ebad4619e003cdca692fc6

Observation 63ed8dae-c6e7-4a92-855c-53f6024b72eb · inbound

LiloDriver: A Lifelong Learning Framework for Closed-loop Motion Planning in Long-tail Autonomous Driving Scenarios cites this paper.

LiloDriver: A Lifelong Learning Framework for Closed-loop Motion Planning in Long-tail Autonomous Driving Scenarios LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 29

Resolution
verified exact
arxiv_id, observed 2026-05-22T13:21:35.708162Z

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.

source=pdf_text observed=2026-05-22T13:18:30.486507Z digest=sha256:80e93969c368c94b886048fc38f6d40fff79b1b2bbd6f0a4ef8abcbd64e77596

Observation 01d7c4d9-9485-4e8c-ad74-7610df248cef · inbound

CoopReflect: Towards Natural Language Communication for Cooperative Autonomous Driving via Multi-Agent Learning cites this paper.

CoopReflect: Towards Natural Language Communication for Cooperative Autonomous Driving via Multi-Agent Learning LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-07T14:37:06.396442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:37:06.396442Z digest=sha256:0bd50cf8a72ee8209cbd13bf3c6913c0ba15acaea834d073df365f5e688c32c4

Observation 1342867e-698f-4a1b-af73-1e03b04330da · 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 LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 83

Resolution
unresolved
no resolver link, observed 2026-08-07T14:02:58.221495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:02:58.221495Z digest=sha256:41dd7b08646b18b0bbfdb51c0e7e3631edec8c5472eddfabc08e4e5d44551120

Observation 5baf5823-14b8-44c1-9e4f-11da0a087384 · inbound

Impromptu VLA: Open Weights and Open Data for Driving Vision-Language-Action Models cites this paper.

Impromptu VLA: Open Weights and Open Data for Driving Vision-Language-Action Models LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-07T12:43:56.671998Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:43:56.671998Z digest=sha256:50a94270197c45de2891daa0b5e774b5e57324b91fb7e27877fe0f523809ddac

Observation d89266e2-3fe4-4b3b-8013-48662518bcc4 · inbound

S4-Driver: Scalable Self-Supervised Driving Multimodal Large Language Modelwith Spatio-Temporal Visual Representation cites this paper.

S4-Driver: Scalable Self-Supervised Driving Multimodal Large Language Modelwith Spatio-Temporal Visual Representation LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-07T12:38:44.598445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:38:44.598445Z digest=sha256:4fbcd370bc140533c88a010b40dfae96da72b54b320f20504a28793c40ed9a0c

Observation fd326759-a542-4496-b394-370e4317e8fb · inbound

Hierarchical Question-Answering for Driving Scene Understanding Using Vision-Language Models cites this paper.

Hierarchical Question-Answering for Driving Scene Understanding Using Vision-Language Models LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T11:23:14.026613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:23:14.026613Z digest=sha256:38aa4c0b69c5355368ffdad6a42f79c379a8213327d6922bcf449c46fd903be6

Observation 1315d0d4-e614-4381-a967-77aaf48a52ef · inbound

LeAD: The LLM Enhanced Planning System Converged with End-to-end Autonomous Driving cites this paper.

LeAD: The LLM Enhanced Planning System Converged with End-to-end Autonomous Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T19:24:31.344242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T19:24:31.344242Z digest=sha256:90a044301cc0459eefe27ee87f2a34fca456e459eb6dd521e8592b1480bb7de2

Observation b4a901a6-6a8b-4ad1-896b-39bd0ebdaf35 · inbound

MoSE: Skill-by-Skill Mixture-of-Experts Learning for Embodied Autonomous Machines cites this paper.

MoSE: Skill-by-Skill Mixture-of-Experts Learning for Embodied Autonomous Machines LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-06T18:37:45.330042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T18:37:45.330042Z digest=sha256:f8a4bdaf2b3f872a242ccf07a1156951cf9837997ea06f553258e52df3e4948e

Observation e9083893-3aef-4be2-9c32-01ac73aeba31 · inbound

ReAL-AD: Towards Human-Like Reasoning in End-to-End Autonomous Driving cites this paper.

ReAL-AD: Towards Human-Like Reasoning in End-to-End Autonomous Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T17:04:49.811274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T17:04:49.811274Z digest=sha256:ff77c0e5ca9daac466a757ca212815df83c82ed9d2c2bc3b392fab8fd834c2eb

Observation 53446faa-3b44-4612-9379-46222374cf82 · inbound

DriveQA: Passing the Driving Knowledge Test cites this paper.

DriveQA: Passing the Driving Knowledge Test LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 70

Resolution
unresolved
no resolver link, observed 2026-08-05T13:58:10.501497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T13:58:10.501497Z digest=sha256:6750d918e41bb3a6c925e77b7a5e0c8ea912d46c1f95a91e9991f1b924b47b2b

Observation 42770307-bafe-4600-937f-9168bd6b8d51 · inbound

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis cites this paper.

SanDRA: Safe Large-Language-Model-Based Decision Making for Automated Vehicles Using Reachability Analysis LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-04T11:13:18.888597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T11:13:18.888597Z digest=sha256:cf68c8be6e117b96957cdd5cfc4dbd2ec10f68b399758418cc32da40cdc42772

Observation 6f35a122-cf25-48eb-848a-7bede6cb652f · inbound

Context-Aware Model Predictive Control for Microgrid Energy Management via LLMs cites this paper.

Context-Aware Model Predictive Control for Microgrid Energy Management via LLMs LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 19

Resolution
verified exact
arxiv_id, observed 2026-05-17T00:41:23.931143Z

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.

source=pdf_text observed=2026-05-17T00:39:10.477245Z digest=sha256:0463418ab3cdb614b903a9c8443fb4cedcf7bd5cb8938cee2372d2806b5bd8a0

Observation f1899cf4-55bc-43e7-a15a-691aae9f2e6e · inbound

A Review of Learning-Based Motion Planning: Toward a Data-Driven Optimal Control Approach cites this paper.

A Review of Learning-Based Motion Planning: Toward a Data-Driven Optimal Control Approach LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 53

Resolution
unresolved
no resolver link, observed 2026-08-03T16:52:55.999783Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T16:52:55.999783Z digest=sha256:8ccfbbdaf2bfce497c9ccd6e645ee8211d2d12e66ed26176545d1fad3f1a2af1

Observation f43b81e9-fcf9-4fd6-8284-e529aac2eb95 · inbound

C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving cites this paper.

C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 57

Resolution
verified exact
arxiv_id, observed 2026-05-13T23:28:26.104609Z

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.

source=pdf_text observed=2026-05-13T23:27:31.054348Z digest=sha256:6d3da05297827297ba08570fb6acf97c1088918231a4516f450e32f4f83d9eb0

Observation 1629bbfe-4fcb-4d61-b9a0-52716f3a4c3b · inbound

On-Policy Distillation of Language Models for Autonomous Vehicle Motion Planning cites this paper.

On-Policy Distillation of Language Models for Autonomous Vehicle Motion Planning LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:55:59.224354Z

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.

source=pdf_text observed=2026-05-10T17:52:35.367156Z digest=sha256:e21b8383a443a4bb6908962355058d8ba376fa496f71046423aaaae9cccff090

Observation e37722f9-551b-4127-ac23-b7b36b822b8e · inbound

LMGenDrive: Bridging Multimodal Understanding and Generative World Modeling for End-to-End Driving cites this paper.

LMGenDrive: Bridging Multimodal Understanding and Generative World Modeling for End-to-End Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 40

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T06:31:01.420105Z

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.

source=pdf_text observed=2026-05-10T17:36:38.627415Z digest=sha256:a0e87d597db730d793a9bd272796d0d0974d4976068d0c7247413719af42ff3e

Observation 61734058-87e1-41b3-a072-e24055bdaa75 · inbound

Artificial Intelligence for Modeling and Simulation of Mixed Automated and Human Traffic cites this paper.

Artificial Intelligence for Modeling and Simulation of Mixed Automated and Human Traffic LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 67

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:26:02.425166Z

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.

source=pdf_text observed=2026-05-10T16:00:59.662003Z digest=sha256:09ff8a6015ad529589e1e51f503efcd306d189339b765d4efc99f8155c152bd2

Observation ab8a6d91-cb75-4769-819c-6d18007477cd · inbound

AtteConDA: Attention-Based Conflict Suppression in Multi-Condition Diffusion Models and Synthetic Data Augmentation cites this paper.

AtteConDA: Attention-Based Conflict Suppression in Multi-Condition Diffusion Models and Synthetic Data Augmentation LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-05-12T07:31:26.350924Z

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.

source=pdf_text observed=2026-05-12T02:38:11.071221Z digest=sha256:676af9a3df2ccd7b60363f35094c5d7dcf3230c9dd4601381e2dc47f04a83a62

Observation 2cdd99ea-8a5e-4641-acaa-4fd92e76d9a0 · 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 LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 9

Resolution
verified exact
arxiv_id, observed 2026-06-29T22:04:00.193266Z

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.

source=pdf_text observed=2026-06-29T22:00:40.403204Z digest=sha256:ac1ad8a5183d922cfc306aa9fa7f83abc5777bd72e2b79feb93949e20c904a4c

Observation d7622ea9-9831-4d85-9ac3-d2c751eb0815 · inbound

SARAD: LLM-Based Safety-Aware Hybrid Reinforcement Learning with Collision Prediction for Autonomous Driving cites this paper.

SARAD: LLM-Based Safety-Aware Hybrid Reinforcement Learning with Collision Prediction for Autonomous Driving LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-06-29T11:53:23.782920Z

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.

source=pdf_text observed=2026-06-29T11:49:24.977603Z digest=sha256:ad44c5715e3efe8c07cc416ca5dac6228a7a57922ea99efda36e73f1dceaaeee

Observation 075f8666-4c9c-4645-80db-c3ae94201bb0 · inbound

Agentic MPC for Semantic Control System Resynthesis cites this paper.

Agentic MPC for Semantic Control System Resynthesis LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T15:38:34.087170Z

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.

source=arxiv_source observed=2026-06-27T06:23:28.781175Z digest=sha256:246bf62ea8ebf8ab43e0e24664a831381c0ee6e241510e88683c796563e3194b

Observation 04c64540-c851-4dc7-a027-e4808f75f6ba · inbound

Neuro-Symbolic Drive: Rule-Grounded Faithful Reasoning for Driving VLAs cites this paper.

Neuro-Symbolic Drive: Rule-Grounded Faithful Reasoning for Driving VLAs LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-07-04T11:29:50.269675Z

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.

source=pdf_text observed=2026-06-26T07:59:56.928938Z digest=sha256:c2f56bd62029a8793f0dddb8ea5d11ca2228866928794e368311d4913bdd721b

Observation a5dea7ec-b1ff-44cb-b449-91b314e673a6 · inbound

Event-Adaptive Motion Planning with Distilled Vision-Language Model in Safety-Critical Situations cites this paper.

Event-Adaptive Motion Planning with Distilled Vision-Language Model in Safety-Critical Situations LanguageMPC: Large Language Models as Decision Makers for Autonomous Driving

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-07-04T20:00:07.809385Z

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.

source=pdf_text observed=2026-06-25T20:56:50.013581Z digest=sha256:847682ca9a2c05f088af100e4a5b341f91935d88ba628360721b31b24491ee94