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Paper Citation Record · LEDGER

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control

As of 8 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 0 inbound Pith citation observations for arXiv:2506.12453.

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

pith.paper-citation-record.v1
2506.12453 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:56:31.425882Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

60 of 60 outbound references displayed

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  • verified fuzzy59
  • unresolved1
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 17e9366a-b0d2-4a61-928f-5c5ae3ad3760 · outbound

This paper cites A mobility-aware vehicular caching scheme in content centric networks: Model and optimization,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control A mobility-aware vehicular caching scheme in content centric networks: Model and optimization,

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 55d2313d-a75b-40d8-baa6-97503432c600 · outbound

This paper cites Intelligent transportation sys- tems,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Intelligent transportation sys- tems,

Reference 2

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 27d6a14c-3016-45dc-8c95-5a5a41b6199c · outbound

This paper cites Irregular traffic time series forecasting based on asynchronous spatio-temporal graph convolutional networks,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Irregular traffic time series forecasting based on asynchronous spatio-temporal graph convolutional networks,

Reference 3

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 7d55ab70-8c25-4e0c-b6da-e773b15b62cb · outbound

This paper cites A deep reinforcement learning network for traffic light cycle control,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control A deep reinforcement learning network for traffic light cycle control,

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 273137aa-f5c0-4597-8d0b-3db323772213 · outbound

This paper cites Settings for fixed-cycle traffic signals,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Settings for fixed-cycle traffic signals,

Reference 5

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 14c1cc2a-d3f9-42be-acc4-b31744938be3 · outbound

This paper cites Arterial-based control of traffic flow in urban grid networks,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Arterial-based control of traffic flow in urban grid networks,

Reference 6

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation d965ebbe-f73d-4e23-94b2-acc7890420f6 · outbound

This paper cites Deep reinforcement learning for intelligent transportation systems: A survey,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Deep reinforcement learning for intelligent transportation systems: A survey,

Reference 7

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 92743cdb-b304-4868-949b-13b65681b50e · outbound

This paper cites Intellilight: A reinforcement learning approach for intelligent traffic light control,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Intellilight: A reinforcement learning approach for intelligent traffic light control,

Reference 8

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b4aaf8b2-f4bc-40fa-824d-ce9b21fb86ba · outbound

This paper cites Max pressure control of a network of signalized intersec- tions,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Max pressure control of a network of signalized intersec- tions,

Reference 9

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 690d9edb-15a9-4708-b8ec-3906aebf3c58 · outbound

This paper cites Presslight: Learning max pres- sure control to coordinate traffic signals in arterial network,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Presslight: Learning max pres- sure control to coordinate traffic signals in arterial network,

Reference 10

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation eac1ea82-ec8f-46ba-8425-ac904515cac4 · outbound

This paper cites Multi-agent reinforcement learning: A selective overview of theories and algorithms,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Multi-agent reinforcement learning: A selective overview of theories and algorithms,

Reference 11

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 6e30c919-675b-436b-90eb-d00a5f71f784 · outbound

This paper cites Recent advances in reinforcement learning for traffic signal control: A survey of models and evaluation,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Recent advances in reinforcement learning for traffic signal control: A survey of models and evaluation,

Reference 12

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9b8dae84-3bce-42ce-a9e6-ab9919b35489 · outbound

This paper cites A survey on reinforcement learning- based control for signalized intersections with connected automated vehicles,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control A survey on reinforcement learning- based control for signalized intersections with connected automated vehicles,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.831355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.310827Z digest=sha256:27c9f2ecd18783c65c881bc4fb56e0c8bd00729ecd90207f02c591eff09cc654

Observation 3c7651f2-8a29-432d-869e-1311b773b86c · outbound

This paper cites CoTV: Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control CoTV: Cooperative control for traffic light signals and connected autonomous vehicles using deep reinforcement learning,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.824211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 94a16049-33cc-4a9b-89b5-6ad20979bcf3 · outbound

This paper cites IG-RL: Inductive graph reinforcement learning for massive-scale traffic signal control,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control IG-RL: Inductive graph reinforcement learning for massive-scale traffic signal control,

Reference 15

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.315167Z digest=sha256:0601186bc7427968edb9bc2e78b3502d773dfb07745f75697db2170286ac658f

Observation 0661cb11-18da-41c6-9835-e91f2411b4be · outbound

This paper cites Mixtures of experts unlock parameter scaling for deep RL,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Mixtures of experts unlock parameter scaling for deep RL,

Reference 16

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation b5253485-bb0b-44ce-a464-e4fcb3ac6468 · outbound

This paper cites Temporal graph networks for deep learning on dynamic graphs,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Temporal graph networks for deep learning on dynamic graphs,

Reference 17

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 9849ea6d-6b04-40dd-832d-4550a87f6f1b · outbound

This paper cites Green, K.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Green, K

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.322141Z digest=sha256:3c87980690d293b660f5d11e6ab70ef20d473c252f06ea3caf11b39c2f030343

Observation e5f268fe-d91e-4224-9c37-781b5e37e7a8 · outbound

This paper cites Topological graph neural networks,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Topological graph neural networks,

Reference 19

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.324326Z digest=sha256:33e25907dfc08d087ee7af6100d5224b879a81d1d947eab2aca53d320f918692

Observation ab6b0819-71d1-4dea-a63d-1a9742be7bce · outbound

This paper cites A user’s guide to topological data analysis,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control A user’s guide to topological data analysis,

Reference 20

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.326765Z digest=sha256:7572134cd9f140df87b140ee2dfd012c301f988805f1a449243ac70c4b2ac110

Observation 206d9c59-43a0-4264-a020-3096e1cc2e9c · outbound

This paper cites Hatcher, Algebraic Topology.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Hatcher, Algebraic Topology

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.769023Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 4ab9dd7f-6647-4345-812e-1f1dfac670fc · outbound

This paper cites The expressive power of graph neural networks: A survey,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control The expressive power of graph neural networks: A survey,

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 02c1714e-0563-4976-aa8d-cb0c82e76fd2 · outbound

This paper cites A survey on mixture of experts in large language models,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control A survey on mixture of experts in large language models,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.753879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.333700Z digest=sha256:fb4b0e01e82119a6cc8df4493dcdc96dedb24165e5d33eebc86fe6561657e792

Observation 04214230-c90c-4aeb-b44a-f695bdff090c · outbound

This paper cites From sparse to soft mixtures of experts,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control From sparse to soft mixtures of experts,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.745524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 5fcc91c5-d70f-4765-b24b-bb7f9d117e8a · outbound

This paper cites Gradient gating for deep multi-rate learning on graphs,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Gradient gating for deep multi-rate learning on graphs,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.737790Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.338427Z digest=sha256:7a9b5c9c3bb0eb17ead897595ea5e51e704736c1e03fcdc5b5554f0cf86af69d

Observation 41e83ef2-0293-4653-8dfc-d0744872f47c · outbound

This paper cites A new approach to green light optimal speed advisory (GLOSA) systems for high-density traffic flowe,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control A new approach to green light optimal speed advisory (GLOSA) systems for high-density traffic flowe,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.730114Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 25bd8102-a70b-414f-a829-da17b60444da · outbound

This paper cites The sydney coordinated adaptive traffic (SCAT) system philosophy and benefits,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control The sydney coordinated adaptive traffic (SCAT) system philosophy and benefits,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.722196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

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Observation 01db6e76-f0f5-4aa1-9988-6446cc153f71 · outbound

This paper cites Learning an interpretable traffic signal control policy,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Learning an interpretable traffic signal control policy,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.714334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.345710Z digest=sha256:c6d446ffe12b678bd82540ee2198e36c1bc45398c5ad494afe22112aeff016f0

Observation 8853b6ee-2dc3-4524-bec5-3382e16f5894 · outbound

This paper cites Playing Atari with deep reinforcement learning,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Playing Atari with deep reinforcement learning,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.706277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.348015Z digest=sha256:993f7e711026c5a57372c1f235d34679204ddcc92e45787d03f90f5644b9c57b

Observation 67e523ad-3075-4dff-aa4b-30d1401ad50c · outbound

This paper cites Maximum pressure controller for stabilizing queues in signalized arterial networks,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Maximum pressure controller for stabilizing queues in signalized arterial networks,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.698699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.350315Z digest=sha256:1d19c19c4a50b69c94ae53fada136deb1905f39af835d45825e06dca4a7828a3

Observation 25202f02-347c-47d6-acac-6f027f8202e5 · outbound

This paper cites Toward a thousand lights: Decentralized deep reinforcement learning for large-scale traffic signal control,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Toward a thousand lights: Decentralized deep reinforcement learning for large-scale traffic signal control,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.691247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.352615Z digest=sha256:5763ac88b5d3ab01f163e502536788bda0d78316409e06dcdde1b37e6b51e1e0

Observation bb285c36-fecf-4b70-a37f-01782914ffbf · outbound

This paper cites Hierarchical reinforcement learning for dynamic autonomous vehicle navigation at intelligent intersections,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Hierarchical reinforcement learning for dynamic autonomous vehicle navigation at intelligent intersections,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.683356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.355021Z digest=sha256:77646530ca6b4154990249bc0a4db2aaea75526fbd6a60691932a1be102f450c

Observation e24f8951-a3c4-4924-8578-efb38d217393 · outbound

This paper cites Meta-learning based spatial-temporal graph attention network for traffic signal control,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Meta-learning based spatial-temporal graph attention network for traffic signal control,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.675504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.357494Z digest=sha256:cdfa97350c116251efdf61046c8a6b7ab8caa9187e42683c272d447c50c452b1

Observation 34160577-2d41-4e75-ab3f-fc623ae0d8e6 · outbound

This paper cites Colight: Learning network-level cooperation for traffic signal control,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Colight: Learning network-level cooperation for traffic signal control,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.667895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.359730Z digest=sha256:adfb422bb8e2a6aed9ed4728efffb0b6d473012b2b5927783fa8d810c545d4d3

Observation 554d4492-ab9c-4d77-ad37-6b3ce7de2ddb · outbound

This paper cites Graph attention net- works,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Graph attention net- works,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.660247Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.362120Z digest=sha256:2a6c357f589051a93833f7174c0e82f3cd6d769cc1faf4dc0081db85d1bb2dcd

Observation 369f9bdb-90bb-4fad-a761-75f822f410e0 · outbound

This paper cites A large-scale traffic signal control algorithm based on multi-layer graph deep reinforcement learning,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control A large-scale traffic signal control algorithm based on multi-layer graph deep reinforcement learning,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.653230Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.364889Z digest=sha256:824084f29a2674fd0ff4d3a0141b132d8d9e3367a97689d8166ba9ed030666d8

Observation 68b3bd86-f897-4897-82fc-fedf34593d35 · outbound

This paper cites Foundations and modeling of dynamic networks using dynamic graph neural networks: A survey,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Foundations and modeling of dynamic networks using dynamic graph neural networks: A survey,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.645395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.367283Z digest=sha256:728937a3fa4c6a0f191e0115d7e0f2b56f4ab05cfb474c0a9fb0f40dd0abd0f9

Observation af495f97-9039-445d-91d0-73e787787293 · outbound

This paper cites Scaling multi- agent reinforcement learning with selective parameter sharing,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Scaling multi- agent reinforcement learning with selective parameter sharing,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.637765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.369984Z digest=sha256:a066cd013d51eea3c04b9d87a66c932c29a28f266799a2015df264e1a6361ec5

Observation 77e9d482-bcf4-4b3a-bd3f-8292c9df5fd5 · outbound

This paper cites Adaptive mixtures of local experts,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Adaptive mixtures of local experts,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.630241Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.372430Z digest=sha256:7279605c072888b1b59d08ed3105d80847ae3e58c5dab6e7b571e6a3829a5056

Observation bac91cfc-3e2e-42da-842d-aac10ed3954b · outbound

This paper cites Hash layers for large sparse models,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Hash layers for large sparse models,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.622518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.374961Z digest=sha256:c4a66289d2f9497dade64ef38106f0c1ddae4ee766ec290b9c8c4f88f0cc9d0b

Observation 0f08d6cf-221f-47ca-aa27-e6717270682e · outbound

This paper cites Base layers: Simplifying training of large, sparse models,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Base layers: Simplifying training of large, sparse models,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.614425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.377432Z digest=sha256:0a17bd8b015daa345349f83ff182b8861ecb289062ed0e35a09dc04782fabe71

Observation 6e6fa51f-de41-457d-b457-9480526f8ad9 · outbound

This paper cites Conditional computation in neural networks for faster models,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Conditional computation in neural networks for faster models,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.606451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.379805Z digest=sha256:8bdd5546ebf2f1a5ba8df743e6d1a98690744007771f82cb76d03220d1685d7c

Observation 62286e0d-0971-4bab-9475-b53bd198829f · outbound

This paper cites Outrageously large neural networks: The sparsely-gated mixture-of-experts layer,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Outrageously large neural networks: The sparsely-gated mixture-of-experts layer,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.598834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.382146Z digest=sha256:07308e91144327528d5ea4b6ea6c0b706212b673ac786c9a4f7b7a8d470b63ab

Observation 80ccd2f3-e9d0-4b22-a8ce-fd20ab0d1192 · outbound

This paper cites Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.591331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.384623Z digest=sha256:5e1bde7b391f87df3253289e1bc5b66c2dc54dd84f2bcacb2d1e002f493b376e

Observation ba0b7914-7215-43de-b242-3f6ce0debb36 · outbound

This paper cites Mixture-of-experts with expert choice routing,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Mixture-of-experts with expert choice routing,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.583195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.387005Z digest=sha256:375cf9d08d2a8714540a745ec9c513f5a8766b03c213f80b0818a99c55385e8d

Observation 04fc078c-13e6-463e-be1b-fd4c8a7b8b1e · outbound

This paper cites LLaVA-MoLE: Sparse Mixture of LoRA Experts for Mitigating Data Conflicts in Instruction Finetuning MLLMs.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control LLaVA-MoLE: Sparse Mixture of LoRA Experts for Mitigating Data Conflicts in Instruction Finetuning MLLMs

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T00:56:31.389481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:56:31.389481Z digest=sha256:b9c8c04448ece1beb7a6ab2030931b02038f6ef8b91f852a6c6453f31be37ae1

Observation 98697f6c-2517-48c9-b1ca-1f062e32e216 · outbound

This paper cites Federated mixture of experts,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Federated mixture of experts,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.575193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.392540Z digest=sha256:b6bfc151fbe538699623a8c9a526a5a37ff3fbe123af85bcad28572cf2afbaf4

Observation 06711d03-f339-405c-a7e4-3dc77c7df060 · outbound

This paper cites Mixture of experts in a mixture of RL settings,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Mixture of experts in a mixture of RL settings,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.566879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.395173Z digest=sha256:14feb128562a956a251cd94cbddd1eebbec85359a2afd10853903a79c9c04a48

Observation a6b5749a-3ae2-4456-b605-04eb80110e30 · outbound

This paper cites GAT-MF: Graph attention mean field for very large scale multi-agent reinforcement learning,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control GAT-MF: Graph attention mean field for very large scale multi-agent reinforcement learning,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.558705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.397834Z digest=sha256:4eab1313020a812fad51e7555de7d5dc09faff1d086561347aa0f81f8ec37a85

Observation a3a83db7-d821-4ab2-8568-c25c6e1b0d60 · outbound

This paper cites High-dimensional continuous control using generalized advantage estimation,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control High-dimensional continuous control using generalized advantage estimation,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.550418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.400648Z digest=sha256:c1fa6ec54b956dd90f03ae5770e28394713b4c1072c5fea1d218a1ce713e5e32

Observation b6e0e59e-c34d-42ac-bde1-c6c1bece62bc · outbound

This paper cites Topological persis- tence and simplification,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Topological persis- tence and simplification,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.541548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.403086Z digest=sha256:6fbeceeb178d26700d1e4065153fed87cceabbf1ada22842f4480fcb318854d5

Observation 7c8622a8-994a-4b56-b85b-ecfa921754bc · outbound

This paper cites Perslay: A neural network layer for persistence diagrams and new graph topological signatures,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Perslay: A neural network layer for persistence diagrams and new graph topological signatures,

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.533216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.405646Z digest=sha256:bc20fce5ccdb0aed81eadee5584730c234f4bb3ccdf8573dfc9ec116e221fc77

Observation 5ace794e-20fa-4d3a-932c-f41f36e65b77 · outbound

This paper cites Learning representations of persistence barcodes,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Learning representations of persistence barcodes,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.524975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.407983Z digest=sha256:f885a46761f755eeb3fb3e982f67f2513d828b8d94fa0594e061ef83b92e3eb8

Observation fc3f3667-fc08-4dd6-84d4-d03c5c31da16 · outbound

This paper cites Semantics-enhanced temporal graph networks for content popularity prediction,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Semantics-enhanced temporal graph networks for content popularity prediction,

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.516528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.410423Z digest=sha256:4acea5fc5771920efacda2920033801770adc7ed0e0887fd9f70b5e4071278f7

Observation 69bccaa7-0d0c-4971-b05f-6e97fe3bc9bb · outbound

This paper cites Empirical evaluation of gated recurrent neural networks on sequence modeling,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Empirical evaluation of gated recurrent neural networks on sequence modeling,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.507423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.412916Z digest=sha256:4cd18c089fd1c16a5f906430b79b98b18133095355befa9667169e940fc048df

Observation 5a1d3e7d-898d-45b9-8977-7b0caa26f321 · outbound

This paper cites How attentive are graph attention networks?.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control How attentive are graph attention networks?

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.498481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.415754Z digest=sha256:e9e544d6ad33875ed60f54504eff13144ea380066304c6b19c2ce495ee09bd19

Observation 8ed48ace-9b8a-43c6-92de-087dd0ff1dff · outbound

This paper cites The reduction of a graph to canonical form and the algebra which appears therein,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control The reduction of a graph to canonical form and the algebra which appears therein,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.489967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.418250Z digest=sha256:df8967d18e6d78962863697a38c89d2d708692b1b2a471ea37f6e1780d42e1f4

Observation 274b9505-65b1-4862-be8a-1f1045504c3d · outbound

This paper cites Microscopic traffic simulation using SUMO,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Microscopic traffic simulation using SUMO,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.481934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.420872Z digest=sha256:b3406268eb78b3734efc690c2d63536dfe4db1ca1717f7ea0d7202bfb51e113f

Observation 3ec26303-b9bc-456e-9aed-5855138a3211 · outbound

This paper cites Flow: A modular learning framework for mixed autonomy traffic,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Flow: A modular learning framework for mixed autonomy traffic,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.473432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.423237Z digest=sha256:00857c6216bee25d3a0d99c3a4228f32d14f2d939681b73f62d883eac8c8019a

Observation 61f8a905-68e4-4e27-8c10-f5684a94752b · outbound

This paper cites Bridging the divide: Reconsidering softmax and linear attention,.

Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Bridging the divide: Reconsidering softmax and linear attention,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:56:31.464856Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-07T00:56:31.425882Z digest=sha256:e575384780bbc0e2370bd2f6de4e88f69db21c8143f30e6145804ebe6f0d9add

Pith citing papers

No inbound Pith citation observations are available.