Paper Citation Record · LEDGER

LLMLight: Large Language Models as Traffic Signal Control Agents

As of 20 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 18 inbound Pith citation observations for arXiv:2312.16044.

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

pith.paper-citation-record.v1
2312.16044 v5

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 18 of 18 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:34:14.090911Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T20:56:14.103613Z

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 5a731e58-3c9b-4670-9636-7454511a8d02 · inbound

Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm cites this paper.

Large Language Models (LLMs) as Traffic Control Systems at Urban Intersections: A New Paradigm LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T19:18:01.280094Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 84b1ff7c-cf97-4496-9461-56bd321d95f5 · inbound

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective cites this paper.

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-11T16:35:06.269871Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 520c4d58-a62a-472c-b7cd-5d1ef53b535b · inbound

Bayesian Critique-Tune-Based Reinforcement Learning with Adaptive Pressure for Multi-Intersection Traffic Signal Control cites this paper.

Bayesian Critique-Tune-Based Reinforcement Learning with Adaptive Pressure for Multi-Intersection Traffic Signal Control LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-11T12:45:55.814389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06bdbf84-43be-4448-80af-d888d2970e39 · inbound

Deep Reinforcement Learning for Job Scheduling and Resource Management in Cloud Computing: An Algorithm-Level Review cites this paper.

Deep Reinforcement Learning for Job Scheduling and Resource Management in Cloud Computing: An Algorithm-Level Review LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 219

Resolution: unresolved; no resolver link, observed 2026-08-10T22:40:32.385153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 935f176f-6cf0-4a5f-843f-38538ae4a8d8 · inbound

Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions cites this paper.

Integrating LLMs with ITS: Recent Advances, Potentials, Challenges, and Future Directions LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 144

Resolution: unresolved; no resolver link, observed 2026-08-10T21:37:04.717032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ce44752-6e4d-4684-977e-e9d4e2b71227 · inbound

CoMaPOI: A Collaborative Multi-Agent Framework for Next POI Prediction Bridging the Gap Between Trajectory and Language cites this paper.

CoMaPOI: A Collaborative Multi-Agent Framework for Next POI Prediction Bridging the Gap Between Trajectory and Language LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T13:15:39.564297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93bf7a86-dcbb-417b-91bf-35110856172e · inbound

SUMO-MCP: Leveraging the Model Context Protocol for Autonomous Traffic Simulation and Optimization cites this paper.

SUMO-MCP: Leveraging the Model Context Protocol for Autonomous Traffic Simulation and Optimization LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T11:03:25.175086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96bd02a5-aab6-4526-897a-78ee1fbdb74e · inbound

Enhancing Large Language Models for Mobility Analytics with Semantic Location Tokenization cites this paper.

Enhancing Large Language Models for Mobility Analytics with Semantic Location Tokenization LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T05:49:01.066557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b0cb21-c6cd-4d36-8bcd-07dc4a68a9b6 · inbound

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications cites this paper.

Large Language Model Powered Intelligent Urban Agents: Concepts, Capabilities, and Applications LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-06T21:07:10.866309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation def155d3-3135-40d3-af97-cb95af172a3c · inbound

Chat2SPaT: A Large Language Model Based Tool for Automating Traffic Signal Control Plan Management cites this paper.

Chat2SPaT: A Large Language Model Based Tool for Automating Traffic Signal Control Plan Management LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-06T20:13:31.309230Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cbba4501-a4ab-4b6a-80c1-04a5a28fc5ba · inbound

GraphTrafficGPT: Enhancing Traffic Management Through Graph-Based AI Agent Coordination cites this paper.

GraphTrafficGPT: Enhancing Traffic Management Through Graph-Based AI Agent Coordination LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T16:26:36.932243Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bd2d480-b3c5-4b8e-937d-80b5265630bb · inbound

SignalClaw: LLM-Guided Evolutionary Synthesis of Interpretable Traffic Signal Control Skills cites this paper.

SignalClaw: LLM-Guided Evolutionary Synthesis of Interpretable Traffic Signal Control Skills LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-10T22:05:49.069966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a805068e-12e7-4647-9530-5a44a56444c2 · inbound

C$^2$T: Captioning-Structure and LLM-Aligned Common-Sense Reward Learning for Traffic--Vehicle Coordination cites this paper.

C$^2$T: Captioning-Structure and LLM-Aligned Common-Sense Reward Learning for Traffic--Vehicle Coordination LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-11T07:20:58.356393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 3d244b0d-5381-4257-869f-2c827761d526 · inbound

ARMove: Learning to Predict Human Mobility through Agentic Reasoning cites this paper.

ARMove: Learning to Predict Human Mobility through Agentic Reasoning LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 58

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T05:36:01.703230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 064a00c1-9c3d-4bb5-b618-e9a062d1035a · inbound

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support cites this paper.

Large Language Models in Transportation Systems Management and Operations: From Text Reasoning to Multi-modal Decision Support LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 61

Resolution: verified exact; arxiv_id, observed 2026-07-01T20:56:14.105116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7a29bb66-7eca-4ae6-9f1a-9c7e75de0991 · inbound

OverFlowLight: Real-Time Gridlock Prevention and Traffic Signal Optimization for Urban Intersections cites this paper.

OverFlowLight: Real-Time Gridlock Prevention and Traffic Signal Optimization for Urban Intersections LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 35

Resolution: malformed identifier; arxiv_id, observed 2026-06-30T12:24:39.703430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 827dc900-cacf-4859-a1fc-9ac1aa1d345f · inbound

UrbanAgent: A Tool-Augmented Agent for Cross-System Urban Tasks cites this paper.

UrbanAgent: A Tool-Augmented Agent for Cross-System Urban Tasks LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-08T04:20:26.349587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d159909d-ce88-41e2-91d2-e9d74b716d5e · inbound

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers cites this paper.

LLMRouter: Unified Infrastructure for Developing, Evaluating, and Deploying LLM Routers LLMLight: Large Language Models as Traffic Signal Control Agents

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-15T14:34:14.090911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.