Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:56:31.425882Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:56:31.425882Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
60 of 60 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 17e9366a-b0d2-4a61-928f-5c5ae3ad3760 · outbound
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
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.
Observation 55d2313d-a75b-40d8-baa6-97503432c600 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Intelligent transportation sys- tems,
Reference 2
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.
Observation 27d6a14c-3016-45dc-8c95-5a5a41b6199c · outbound
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
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.
Observation 7d55ab70-8c25-4e0c-b6da-e773b15b62cb · outbound
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
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.
Observation 273137aa-f5c0-4597-8d0b-3db323772213 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Settings for fixed-cycle traffic signals,
Reference 5
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.
Observation 14c1cc2a-d3f9-42be-acc4-b31744938be3 · outbound
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
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.
Observation d965ebbe-f73d-4e23-94b2-acc7890420f6 · outbound
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
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.
Observation 92743cdb-b304-4868-949b-13b65681b50e · outbound
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
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.
Observation b4aaf8b2-f4bc-40fa-824d-ce9b21fb86ba · outbound
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
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.
Observation 690d9edb-15a9-4708-b8ec-3906aebf3c58 · outbound
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
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.
Observation eac1ea82-ec8f-46ba-8425-ac904515cac4 · outbound
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
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.
Observation 6e30c919-675b-436b-90eb-d00a5f71f784 · outbound
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
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.
Observation 9b8dae84-3bce-42ce-a9e6-ab9919b35489 · outbound
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
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.
Observation 3c7651f2-8a29-432d-869e-1311b773b86c · outbound
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
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.
Observation 94a16049-33cc-4a9b-89b5-6ad20979bcf3 · outbound
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
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.
Observation 0661cb11-18da-41c6-9835-e91f2411b4be · outbound
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
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.
Observation b5253485-bb0b-44ce-a464-e4fcb3ac6468 · outbound
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
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.
Observation 9849ea6d-6b04-40dd-832d-4550a87f6f1b · outbound
Reference 18
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.
Observation e5f268fe-d91e-4224-9c37-781b5e37e7a8 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Topological graph neural networks,
Reference 19
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.
Observation ab6b0819-71d1-4dea-a63d-1a9742be7bce · outbound
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
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.
Observation 206d9c59-43a0-4264-a020-3096e1cc2e9c · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Hatcher, Algebraic Topology
Reference 21
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.
Observation 4ab9dd7f-6647-4345-812e-1f1dfac670fc · outbound
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
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.
Observation 02c1714e-0563-4976-aa8d-cb0c82e76fd2 · outbound
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
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.
Observation 04214230-c90c-4aeb-b44a-f695bdff090c · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control From sparse to soft mixtures of experts,
Reference 24
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.
Observation 5fcc91c5-d70f-4765-b24b-bb7f9d117e8a · outbound
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
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.
Observation 41e83ef2-0293-4653-8dfc-d0744872f47c · outbound
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
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.
Observation 25bd8102-a70b-414f-a829-da17b60444da · outbound
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
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.
Observation 01db6e76-f0f5-4aa1-9988-6446cc153f71 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Learning an interpretable traffic signal control policy,
Reference 28
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.
Observation 8853b6ee-2dc3-4524-bec5-3382e16f5894 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Playing Atari with deep reinforcement learning,
Reference 29
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.
Observation 67e523ad-3075-4dff-aa4b-30d1401ad50c · outbound
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
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.
Observation 25202f02-347c-47d6-acac-6f027f8202e5 · outbound
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
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.
Observation bb285c36-fecf-4b70-a37f-01782914ffbf · outbound
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
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.
Observation e24f8951-a3c4-4924-8578-efb38d217393 · outbound
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
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.
Observation 34160577-2d41-4e75-ab3f-fc623ae0d8e6 · outbound
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
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.
Observation 554d4492-ab9c-4d77-ad37-6b3ce7de2ddb · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Graph attention net- works,
Reference 35
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.
Observation 369f9bdb-90bb-4fad-a761-75f822f410e0 · outbound
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
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.
Observation 68b3bd86-f897-4897-82fc-fedf34593d35 · outbound
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
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.
Observation af495f97-9039-445d-91d0-73e787787293 · outbound
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
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.
Observation 77e9d482-bcf4-4b3a-bd3f-8292c9df5fd5 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Adaptive mixtures of local experts,
Reference 39
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.
Observation bac91cfc-3e2e-42da-842d-aac10ed3954b · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Hash layers for large sparse models,
Reference 40
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.
Observation 0f08d6cf-221f-47ca-aa27-e6717270682e · outbound
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
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.
Observation 6e6fa51f-de41-457d-b457-9480526f8ad9 · outbound
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
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.
Observation 62286e0d-0971-4bab-9475-b53bd198829f · outbound
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
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.
Observation 80ccd2f3-e9d0-4b22-a8ce-fd20ab0d1192 · outbound
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
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.
Observation ba0b7914-7215-43de-b242-3f6ce0debb36 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Mixture-of-experts with expert choice routing,
Reference 45
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.
Observation 04fc078c-13e6-463e-be1b-fd4c8a7b8b1e · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98697f6c-2517-48c9-b1ca-1f062e32e216 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Federated mixture of experts,
Reference 47
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.
Observation 06711d03-f339-405c-a7e4-3dc77c7df060 · outbound
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
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.
Observation a6b5749a-3ae2-4456-b605-04eb80110e30 · outbound
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
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.
Observation a3a83db7-d821-4ab2-8568-c25c6e1b0d60 · outbound
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
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.
Observation b6e0e59e-c34d-42ac-bde1-c6c1bece62bc · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Topological persis- tence and simplification,
Reference 51
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.
Observation 7c8622a8-994a-4b56-b85b-ecfa921754bc · outbound
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
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.
Observation 5ace794e-20fa-4d3a-932c-f41f36e65b77 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Learning representations of persistence barcodes,
Reference 53
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.
Observation fc3f3667-fc08-4dd6-84d4-d03c5c31da16 · outbound
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
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.
Observation 69bccaa7-0d0c-4971-b05f-6e97fe3bc9bb · outbound
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
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.
Observation 5a1d3e7d-898d-45b9-8977-7b0caa26f321 · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control How attentive are graph attention networks?
Reference 56
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.
Observation 8ed48ace-9b8a-43c6-92de-087dd0ff1dff · outbound
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
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.
Observation 274b9505-65b1-4862-be8a-1f1045504c3d · outbound
Topology-Assisted Spatio-Temporal Pattern Disentangling for Scalable MARL in Large-scale Autonomous Traffic Control Microscopic traffic simulation using SUMO,
Reference 58
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.
Observation 3ec26303-b9bc-456e-9aed-5855138a3211 · outbound
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
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.
Observation 61f8a905-68e4-4e27-8c10-f5684a94752b · outbound
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
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.
No inbound Pith citation observations are available.