Pith. sign in

Paper Citation Record · LEDGER

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning

As of 22 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2505.13543.

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

pith.paper-citation-record.v1
2505.13543 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:34:30.505514Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

  • verified exact0
  • verified fuzzy24
  • unresolved5
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5bd2cc95-6396-4fbf-b9a7-09668c9afd39 · outbound

This paper cites Insights into the socio-economic impacts of traffic congestion in the port and industrial areas of chittagong city, bangladesh,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Insights into the socio-economic impacts of traffic congestion in the port and industrial areas of chittagong city, bangladesh,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.906914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.386293Z digest=sha256:c6e1d528facd454ca29ee2bfdc9a076bd3f7183b7b7688eba8f0f0f27bcf1afb

Observation c11cd93b-94b4-4455-bb50-49f49f2e5398 · outbound

This paper cites Impact of congestion on greenhouse gas emissions for road transport in mumbai metropolitan region,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Impact of congestion on greenhouse gas emissions for road transport in mumbai metropolitan region,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.893255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.391598Z digest=sha256:ea399e11e6eb345bddc6fafb03e91609292d7fa9138481ad4fdcbbc0748cfc82

Observation 5bb6d407-3ac6-4d6f-b9bd-c698d5dd2f78 · outbound

This paper cites Long-term exposure to ambient air pollution and road traffic noise and asthma incidence in adults: The danish nurse cohort,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Long-term exposure to ambient air pollution and road traffic noise and asthma incidence in adults: The danish nurse cohort,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.878747Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.396242Z digest=sha256:68c0f35d9872e1ad71606253a54a1eccb6f129a80551aedbb8b53225a1761d9f

Observation 8da1a663-d84a-4a3d-acfc-eab7ff1a63fa · outbound

This paper cites Pollution and congestion in urban areas: The effects of low emission zones,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Pollution and congestion in urban areas: The effects of low emission zones,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.863839Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.400897Z digest=sha256:6456525d7f824569ca9db0a7b8b7e9c5b5bf01f071876ca2d5a77c2d7b3bbad4

Observation 06e5129f-0033-4c6e-981c-7553f5ab01a6 · outbound

This paper cites Adaptive traffic signal control system using deep reinforcement learning,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Adaptive traffic signal control system using deep reinforcement learning,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.850251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.405322Z digest=sha256:da89c5963f19f507dc6417a742ba9801b29270b2aaa3d7b9209c932c00cdf0d3

Observation 5f2ba414-ed48-46ca-8164-e045f4505e76 · outbound

This paper cites Leveraging reinforcement learning for dynamic traffic control: A survey and challenges for field implementation,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Leveraging reinforcement learning for dynamic traffic control: A survey and challenges for field implementation,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.836573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.410062Z digest=sha256:1d3d8fd39d0bb3f278b44deb3f8e33f9b7d18f1ee3bdfa9d57a9b0dc86e694c8

Observation 3d161952-38c5-4216-9080-15d13f51a9b6 · outbound

This paper cites Multi-agent deep reinforcement learning collaborative traffic signal control method considering intersection heterogeneity,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Multi-agent deep reinforcement learning collaborative traffic signal control method considering intersection heterogeneity,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.822791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.414931Z digest=sha256:7c156fb5c6ec8a0693d89294db2f87a8a0470ddf85b9b778e46e0a2aad9da35b

Observation ed481823-6413-4048-9fb8-d1cfeb30f18f · outbound

This paper cites Multi-agent broad reinforcement learning for intelligent traffic light control,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Multi-agent broad reinforcement learning for intelligent traffic light control,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.808797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.419324Z digest=sha256:aa032cd3662d51dba6310a66dca8c26c8547d5cc41f2c00798e48dd5c1666171

Observation face32bb-6378-4511-afd0-5777406ddb2a · outbound

This paper cites Microscopic traffic simulation using sumo,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Microscopic traffic simulation using sumo,

Reference 9

Resolution
unresolved
no resolver link, observed 2026-08-15T20:34:30.423449Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:34:30.423449Z digest=sha256:667146d951b2b86ea1ece1849749462b390d7cb4af41d880e9a061afff2c1616

Observation 0175154c-6ec4-4193-b2bf-45989cfb1cf4 · outbound

This paper cites Fixed vs. actuated signalization,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Fixed vs. actuated signalization,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.786500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.427622Z digest=sha256:6b695679ae67fc0e54ff66de9a31077ef97641728566e36a97e5de2253d54279

Observation 798acc72-96de-40d7-9a0f-3dde2de78d0d · outbound

This paper cites A guide to types of traffic sig- nals,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning A guide to types of traffic sig- nals,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.772887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.431545Z digest=sha256:54f6557941bf8ada6684fd9ee2a3a8b62ee7ee013509d1d233243fd9d00a01cd

Observation 8ab1c53e-2ce3-4290-9ebe-1991ce4f2e22 · outbound

This paper cites A comprehensive survey on coop- erative intersection management for heterogeneous connected vehicles,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning A comprehensive survey on coop- erative intersection management for heterogeneous connected vehicles,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-15T20:34:30.435817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:34:30.435817Z digest=sha256:3dddcf43616805fce229b930bf3c877b7c09f7adab50cfc5dd094b791ca563e7

Observation 5c3880fc-f93a-40c9-a7ae-c6ba0824bad0 · outbound

This paper cites State-of-art review of traffic signal control methods: challenges and opportunities,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning State-of-art review of traffic signal control methods: challenges and opportunities,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.750829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.439807Z digest=sha256:8b5bb6d847e24acc26456de8dc09d48848edbe7194119dbdf0f6b1b4dc985cde

Observation 0e93347d-77e1-4c55-b151-b0bdebdfdd6f · outbound

This paper cites A multiagent approach to autonomous intersection management,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning A multiagent approach to autonomous intersection management,

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-15T20:34:30.443896Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:34:30.443896Z digest=sha256:1059802fad85726bb06b7b0e7e4ce14324e29b76ee8a0f0e04306fc5c1e478fc

Observation df221a5a-b41c-4cf3-950e-4dd157afd695 · outbound

This paper cites Platoon-based multi-agent intersection management for connected vehicle,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Platoon-based multi-agent intersection management for connected vehicle,

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-15T20:34:30.448036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:34:30.448036Z digest=sha256:b1e6d47e9c358375e1a44a6180a8ddc654e0423d73d7123cc2a0240b4d9c559c

Observation b5d31116-fad1-4143-8a6d-2d287cc490ae · outbound

This paper cites Improved reservation- based method with controllable gap strategy for vehicle coordination at non-signalized intersections,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Improved reservation- based method with controllable gap strategy for vehicle coordination at non-signalized intersections,

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-15T20:34:30.452087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T20:34:30.452087Z digest=sha256:07abcf7c0342fba59e99a3e61d564c44a550379a62760be46fddabb68057084f

Observation 539b1c23-41e8-4938-bb3d-86928eb1fd32 · outbound

This paper cites A consensus- based distributed trajectory control in a signal-free intersection,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning A consensus- based distributed trajectory control in a signal-free intersection,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.710391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.456078Z digest=sha256:b5be0915f825be5f9575c1f218b5be2288dd7deb196ed1e71041d62e1194197a

Observation 74448fa6-7b82-4fb6-8e09-7cec2164a095 · outbound

This paper cites A decentralized energy-optimal control framework for connected automated vehicles at signal-free intersections,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning A decentralized energy-optimal control framework for connected automated vehicles at signal-free intersections,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.697674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.460114Z digest=sha256:cbe22e9ad2f88803f044285ac8d989b2a28ec0685de4e1399358b338faa796d5

Observation 36725d9a-552f-41ae-84a5-02fe4a45123a · outbound

This paper cites Human-guided deep reinforcement learning for optimal decision making of autonomous vehicles,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Human-guided deep reinforcement learning for optimal decision making of autonomous vehicles,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.683932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.463964Z digest=sha256:8b32d1d4aa1085c03f786243d89c468c4fa871becfe32589c1ac0a1691e0e8e5

Observation a4fb76a6-2971-4b70-a934-99d133225f40 · outbound

This paper cites Human as ai mentor: Enhanced human-in-the-loop reinforcement learning for safe and efficient autonomous driving,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Human as ai mentor: Enhanced human-in-the-loop reinforcement learning for safe and efficient autonomous driving,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.670218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.468147Z digest=sha256:8119b17b0806734c855b9c581d0e71cf1741c395f664854db1a504a365a1cd91

Observation 76fe336e-65e2-415c-86ba-6bce73d34c00 · outbound

This paper cites Simulation optimization of highway hard shoulder running based on multi- agent deep deterministic policy gradient algorithm,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Simulation optimization of highway hard shoulder running based on multi- agent deep deterministic policy gradient algorithm,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.655095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.472286Z digest=sha256:eaf7ec7dc746d7d51e7835e03885ada7c5e88d9d51eaeaf76d8c557efc35b7bc

Observation af1c6f30-6d5d-4fd8-8ab7-9a0e0e3acea3 · outbound

This paper cites Causal inference multi- agent reinforcement learning for traffic signal control,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Causal inference multi- agent reinforcement learning for traffic signal control,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.641239Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.476382Z digest=sha256:d57b20eeed3e2bb502c11ad0fc844cfe0565ee0d796786a7c396d8e796e74845

Observation 15714b7b-2f6e-4342-a988-f7dd1b106f1f · outbound

This paper cites Multi-agent reinforcement learning for traffic flow management of autonomous vehicles,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Multi-agent reinforcement learning for traffic flow management of autonomous vehicles,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.628121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.480743Z digest=sha256:1dde12e4175aa33bb382b31918f2d1f9ead3a6f4fbb29b485ab2b42a5ae247ab

Observation 214029bd-3935-40db-bb1d-9e9d2dbb769e · outbound

This paper cites Cmrm: Collaborative multi-agent reinforcement learning for multi-objective traffic signal control,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Cmrm: Collaborative multi-agent reinforcement learning for multi-objective traffic signal control,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.613617Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.484939Z digest=sha256:eae70ac96abeb215c89f0f9471827f3dc0baf626076fa12abdfac73c3695d09a

Observation 0dbb0ed2-17f0-43ab-841f-f764fc5957a2 · outbound

This paper cites Congested traffic states in empirical observations and microscopic simulations,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Congested traffic states in empirical observations and microscopic simulations,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.598198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.489000Z digest=sha256:7173d552957801d6ec87bc34cbcc60c8702de8606200822df1dd89d7121872a2

Observation e09ae8e8-26a9-415c-84ba-45f4ef36c809 · outbound

This paper cites Using reinforcement learning with partial vehicle detection for intelligent traffic signal control,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Using reinforcement learning with partial vehicle detection for intelligent traffic signal control,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.584439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.493291Z digest=sha256:e2131dfa9cbbb103e109ced8129119371d88698c22bbb5a0308ce951352ea907

Observation 39cf7d25-61f0-40a8-9927-5cbbffc190b6 · outbound

This paper cites Application of deep reinforcement learning in traffic signal control: An overview and impact of open traffic data,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Application of deep reinforcement learning in traffic signal control: An overview and impact of open traffic data,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.570091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.497183Z digest=sha256:b2f49892c2968540242afb7771238f7626b4acf35d671674a078e39e4d73eff0

Observation f2410ab2-d835-48b3-bc1a-2db899f2c242 · outbound

This paper cites Learning to control and coor- dinate mixed traffic through robot vehicles at complex and unsignal- ized intersections,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Learning to control and coor- dinate mixed traffic through robot vehicles at complex and unsignal- ized intersections,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.555803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.501426Z digest=sha256:a24fd2e1a5319fa97ccc33652f332cc69edfdf7b5be9c649d64e810d9eef7b33

Observation 77008ce3-6b96-4d4a-9094-48097ecc9edf · outbound

This paper cites Rainbow: Combining improvements in deep reinforcement learning,.

Origin-Destination Pattern Effects on Large-Scale Mixed Traffic Control via Multi-Agent Reinforcement Learning Rainbow: Combining improvements in deep reinforcement learning,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T20:34:30.541277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

source=pdf_text observed=2026-08-15T20:34:30.505514Z digest=sha256:5292c3f00988a35da625922b1543f0c9878228b1f3fee4b0eb3ac5de33fafdf1

Pith citing papers

No inbound Pith citation observations are available.