Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-10T19:17:12.219533Z
Paper Citation Record · LEDGER
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control
As of 4 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2604.05663.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
20 of 20 outbound references displayed
- verified exact5
- verified fuzzy15
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation df9ae624-9725-4b68-b6f6-94144f76d7e3 · outbound
This paper cites Multi- agent reinforcement learning for traffic signal control through universal communication method.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Multi- agent reinforcement learning for traffic signal control through universal communication method
Reference 1
- Resolution
- verified exact
- doi, observed 2026-05-10T19:20:45.111258Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c89ef06b-68b3-4a93-bd65-a75e27c27030 · outbound
This paper cites π-light: Programmatic interpretable reinforcement learning for resource-limited traffic signal control.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control π-light: Programmatic interpretable reinforcement learning for resource-limited traffic signal control
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.451675Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d2d37a71-c13e-4560-a428-4fbcfae14115 · outbound
This paper cites Decentralized signal control for multi-modal traffic network: A deep reinforcement learning approach.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Decentralized signal control for multi-modal traffic network: A deep reinforcement learning approach
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.437975Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation edee3aaa-a7e2-4a11-aa53-691243fcdda5 · outbound
This paper cites Prompt to transfer: Sim-to-real transfer for traffic signal control with prompt learning.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Prompt to transfer: Sim-to-real transfer for traffic signal control with prompt learning
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.446670Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fbeb4a33-dcc4-4ef0-83af-a4e6c71ed7b6 · outbound
This paper cites LLMLight: Large language models as traffic signal control agents.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control LLMLight: Large language models as traffic signal control agents
Reference 5
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T19:20:45.109092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4f420a7d-2808-4779-b4b4-bec09ae713a8 · outbound
This paper cites CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control CoLLMLight: Cooperative Large Language Model Agents for Network-Wide Traffic Signal Control
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T23:10:53.685155Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5456d8e2-ee5e-4a89-a365-f06ac2fdf32b · outbound
This paper cites Encouraging divergent thinking in large language models through multi-agent debate.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Encouraging divergent thinking in large language models through multi-agent debate
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.440078Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d2c0a466-3118-4809-849b-29539478ea99 · outbound
This paper cites Multi-llm debate: Framework, principals, and interventions.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Multi-llm debate: Framework, principals, and interventions
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.444300Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 0f66f5fc-a2c4-4911-aa51-8abd531362ee · outbound
This paper cites Trust or escalate: LLM judges with provable guarantees for human agreement.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Trust or escalate: LLM judges with provable guarantees for human agreement
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.435664Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 76722c7d-1542-4c33-b43c-9f384dbef355 · outbound
This paper cites Offline RL by reward- weighted fine-tuning for conversation optimization.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Offline RL by reward- weighted fine-tuning for conversation optimization
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.449489Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ad7ed4a4-f46b-461a-8e17-cb28db7b403e · outbound
This paper cites Traffic signal timing manual.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Traffic signal timing manual
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.433031Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6e4bba34-7c27-4bad-9b7c-68aa2a83a646 · outbound
This paper cites Max pressure control of a network of signalized intersec- tions.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Max pressure control of a network of signalized intersec- tions
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.430472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 62df4fea-07d9-4ed4-8d47-49879c1dfff4 · outbound
This paper cites Presslight: Learning max pressure control to coordinate traffic signals in arterial network.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Presslight: Learning max pressure control to coordinate traffic signals in arterial network
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.422731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e0a227f0-ddd5-4e11-9013-13c2cbeae049 · outbound
This paper cites Toward a thousand lights: Decentralized deep reinforcement learning for large-scale traffic signal control.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Toward a thousand lights: Decentralized deep reinforcement learning for large-scale traffic signal control
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.442395Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 112d003c-63bb-4139-a4d1-e362a2c692dc · outbound
This paper cites Colight: Learning network-level cooperation for traffic signal control.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Colight: Learning network-level cooperation for traffic signal control
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.419828Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 15ecb63e-bd02-44cc-a7f8-6500e23d124e · outbound
This paper cites Efficient Pressure: Improving efficiency for signalized intersections.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Efficient Pressure: Improving efficiency for signalized intersections
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T23:10:53.694485Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9740bc4e-1820-4e35-a8e1-ae54e572a67b · outbound
This paper cites Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Expression might be enough: representing pressure and demand for reinforcement learning based traffic signal control
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.425419Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 48e38c94-cc1a-4b1c-a403-77c71a1c389f · outbound
This paper cites Attendlight: Universal attention-based reinforcement learning model for traffic sig- nal control.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Attendlight: Universal attention-based reinforcement learning model for traffic sig- nal control
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.416839Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation dedc4a83-8a69-4b00-8ebf-fb3ce14fb56e · outbound
This paper cites Unitsa: A universal reinforcement learning framework for v2x traffic signal control.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Unitsa: A universal reinforcement learning framework for v2x traffic signal control
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-16T06:32:28.428090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d8536149-1d72-4081-b649-998f686070da · outbound
This paper cites Traffic-r1: Reinforced llms bring human-like reasoning to traffic signal control systems.
CuraLight: Debate-Guided Data Curation for LLM-Centered Traffic Signal Control Traffic-r1: Reinforced llms bring human-like reasoning to traffic signal control systems
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-10T23:10:53.703793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
No inbound Pith citation observations are available.