Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator | Paper Citation Record

Observation 7177144e-021c-426b-8390-8ff6b6c274a0 · outbound

This paper cites Microscopic Traffic Simulation using SUMO,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Microscopic Traffic Simulation using SUMO,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:08.341073Z

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Observation fef3a43c-58e6-4a40-a632-b684b1dca0fa · outbound

This paper cites SUMO–Simulation of Urban MObility: An overview,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator SUMO–Simulation of Urban MObility: An overview,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:07.943178Z

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Observation 52d1e5d3-e393-48e5-a470-e548b7e83b36 · outbound

This paper cites STGT: SUMO-based traffic mobility generation tool for evaluation of vehicular networks,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator STGT: SUMO-based traffic mobility generation tool for evaluation of vehicular networks,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:07.651831Z

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Observation 0da9eaf9-b463-4300-9f5d-894ff2f56fa7 · outbound

This paper cites Advances and open problems in federated learning,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Advances and open problems in federated learning,

Reference 4

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Observation 25626548-cf67-4ef1-9503-5d2ef5f6c6a2 · outbound

This paper cites Federated learning: Challenges, methods, and future directions,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Federated learning: Challenges, methods, and future directions,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:50.499607Z

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Observation 309a154e-9e0e-4e09-a663-f009562926fa · outbound

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

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Presslight: Learning max pressure control to coordinate traffic signals in arterial network,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:07.319329Z

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Observation aba21ab2-5332-41dd-84df-53c1068203f8 · outbound

This paper cites Deep reinforcement learning: A brief survey,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Deep reinforcement learning: A brief survey,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:50.710761Z

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Observation 910c83fd-dba1-4cff-93e7-77e5a735567c · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Communication-efficient learning of deep networks from decentralized data,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:50.790496Z

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Observation 22ea963c-65f9-4cff-8cb0-e71454ab67f5 · outbound

This paper cites Federated learning with cooperating devices: A consensus approach for massive iot networks,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Federated learning with cooperating devices: A consensus approach for massive iot networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:06.911660Z

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Observation 4f78346e-f82a-4225-91fb-0b47fbbd366e · outbound

This paper cites OpenStreetMap,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator OpenStreetMap,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:06.643725Z

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

Observation af34eb8d-723c-47c0-a7cc-f51fe511572e · outbound

This paper cites Recent development and applications of sumo - simulation of urban mobility,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Recent development and applications of sumo - simulation of urban mobility,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:06.363143Z

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

Observation 1056f110-83dc-49fb-ae01-4dbf8add3af2 · outbound

This paper cites Research on car-following model based on SUMO,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Research on car-following model based on SUMO,

Reference 12

Resolution: metadata mismatch; raw_fallback, observed 2026-08-07T05:28:56.846587Z

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

Observation c10715a5-6930-40d2-bf48-f80e614bf08e · outbound

This paper cites Omnet++,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Omnet++,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:06.076523Z

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

Observation d374294e-1eec-41ae-8e20-309fc78f0868 · outbound

This paper cites Reinforcement learning: An introduction. by Richard’s Sutton,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Reinforcement learning: An introduction. by Richard’s Sutton,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:05.753038Z

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Observation 17702a7a-83d2-4446-9aa1-cdb4cb1d74d0 · outbound

This paper cites an unresolved cited work.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:51.330511Z

Source-reported events for the cited work

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Observation 7ef4e540-f042-4819-8d67-34f00976b7e8 · outbound

This paper cites Human-level control through deep reinforcement learning,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Human-level control through deep reinforcement learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:05.594615Z

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 aa588290-137b-43a6-9a28-9331bf9cc848 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Communication-efficient learning of deep networks from decentralized data,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:05.393554Z

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 02d6add6-6162-43a8-b9a1-7bfc33e50363 · outbound

This paper cites Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:05.111672Z

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

Observation d0d9b55c-5011-4665-a5d3-3bb454f9b6d4 · outbound

This paper cites Decentralized federated learning: Balancing communication and computing costs,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Decentralized federated learning: Balancing communication and computing costs,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:51.622156Z

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Observation 205ee3c5-2e99-40c8-a0c2-ec6c22c3f88a · outbound

This paper cites Vulnerabilities in federated learning,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Vulnerabilities in federated learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:04.830178Z

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Observation cbeb6633-d1f6-4853-a842-09a726205d3c · outbound

This paper cites A survey on vulnerability of federated learning: A learning algorithm perspective,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator A survey on vulnerability of federated learning: A learning algorithm perspective,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:04.544968Z

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Observation 97197a4e-33fa-4dfe-8c54-c7e96d337b77 · outbound

This paper cites Privacy and robustness in federated learning: Attacks and defenses,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Privacy and robustness in federated learning: Attacks and defenses,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:04.273762Z

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 6cab94c6-4663-49e1-8473-3ed08401e475 · outbound

This paper cites Challenges and approaches for mitigating byzantine attacks in federated learning,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Challenges and approaches for mitigating byzantine attacks in federated learning,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:04.009586Z

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

Observation dc18d397-34b0-4334-8191-a55d11f0b333 · outbound

This paper cites Byzantine-robust decentralized federated learning,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Byzantine-robust decentralized federated learning,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:52.026056Z

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Observation 867b95a9-60b1-4878-b4ad-8e8861b18d2a · outbound

This paper cites A blockchain-based decentralized federated learning framework with committee consensus,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator A blockchain-based decentralized federated learning framework with committee consensus,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:03.749337Z

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

Observation 99584063-99a8-447c-ad3e-bd14e69dfc72 · outbound

This paper cites A survey on federated learning,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator A survey on federated learning,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:52.176711Z

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Observation 3649d72d-72d3-43d2-b339-b62191d62edc · outbound

This paper cites Decision trees in federated learning: Current state and future opportunities,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Decision trees in federated learning: Current state and future opportunities,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:03.515554Z

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 14068b86-5b71-43aa-b58e-aab6df04b91f · outbound

This paper cites Federated reinforcement learning: Techniques, applications, and open challenges,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Federated reinforcement learning: Techniques, applications, and open challenges,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:03.265832Z

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 7bfe880a-3ce9-42c4-85c1-2d590ac44392 · outbound

This paper cites SUMMIT: A simulator for urban driving in massive mixed traffic,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator SUMMIT: A simulator for urban driving in massive mixed traffic,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:03.003257Z

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 865a7002-395c-4a16-a7e2-969b26335394 · outbound

This paper cites SceneGen: Learning to Generate Realistic Traffic Scenes ,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator SceneGen: Learning to Generate Realistic Traffic Scenes ,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:02.695578Z

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 1a360d1d-4b90-4ac1-978c-95cae8f88ca3 · outbound

This paper cites A SUMO based evaluation of road incidents’ impact on traffic congestion level in smart cities,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator A SUMO based evaluation of road incidents’ impact on traffic congestion level in smart cities,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:02.392712Z

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 2cb3112b-8d1f-4735-97b0-9bd6cdfd9ab2 · outbound

This paper cites Energy-efficient route navigation (eco-routing) for electric vehicles in sumo itin ´eraires de navigation ´eco-´energ´etiques pour les v ´ehicules ´electriques dans sumo,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Energy-efficient route navigation (eco-routing) for electric vehicles in sumo itin ´eraires de navigation ´eco-´energ´etiques pour les v ´ehicules ´electriques dans sumo,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:02.122805Z

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 66123050-9568-4ae2-a6c3-e0201dd3fd80 · outbound

This paper cites Realistic traffic model for urban environments based on induction loop data,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Realistic traffic model for urban environments based on induction loop data,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:01.784136Z

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 0603044e-d0b9-4670-a14b-325783f68c20 · outbound

This paper cites The Veins simulation framework for vehicular ad hoc networks,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator The Veins simulation framework for vehicular ad hoc networks,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:01.478889Z

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 211cbffa-574c-4510-b9bf-a7229e6c9a6e · outbound

This paper cites [Online].

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator [Online]

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:01.200877Z

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 40c69710-68d4-4190-916a-b3203e102dd3 · outbound

This paper cites PTV VISSIM,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator PTV VISSIM,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:00.920793Z

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 76a05ba3-1c81-4476-bd19-37c66af54f0a · outbound

This paper cites Aimsun next,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Aimsun next,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:00.616361Z

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 bdc47190-3d80-4de0-a072-4d430166515c · outbound

This paper cites Reinforcement learning-based multi-agent system for network traffic signal control,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Reinforcement learning-based multi-agent system for network traffic signal control,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:29:00.304700Z

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 51fa0b88-d9c4-471a-931d-d8605ac3c62e · outbound

This paper cites Coordinated deep reinforcement learners for traffic light control,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Coordinated deep reinforcement learners for traffic light control,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:59.958340Z

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 278bdd23-4f42-4a8d-94b3-2fe7bd7d5f34 · outbound

This paper cites Prediction of electric vehicle charging-power demand in realistic urban traffic networks,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Prediction of electric vehicle charging-power demand in realistic urban traffic networks,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:59.685177Z

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 5407dc41-bb70-4306-b287-ea1aedf7c154 · outbound

This paper cites Reinforcement learning with human feedback for realistic traffic simulation,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Reinforcement learning with human feedback for realistic traffic simulation,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:59.376785Z

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 211fb047-84d1-4f4e-bbf1-81900412ca25 · outbound

This paper cites Navigating occluded intersections with autonomous vehicles using deep reinforcement learning,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Navigating occluded intersections with autonomous vehicles using deep reinforcement learning,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:59.109846Z

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 c9229ee3-00e4-473e-8fb9-d07af4c0ce7c · outbound

This paper cites Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Safe, Multi-Agent, Reinforcement Learning for Autonomous Driving

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:53.573054Z

Source-reported events for the cited work

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Observation e0c074f7-5223-4c69-8f27-16fc26b35176 · outbound

This paper cites Carla: An open urban driving simulator,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Carla: An open urban driving simulator,

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:53.772332Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6a2d623-3383-43b7-9614-67308b291b57 · outbound

This paper cites Rutge: Realistic urban traffic generator for urban environments using deep reinforcement learning and sumo simulator,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Rutge: Realistic urban traffic generator for urban environments using deep reinforcement learning and sumo simulator,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:58.920248Z

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 13d4a2d2-8f90-42c6-a036-e08b728ddd6f · outbound

This paper cites Privacy-preserving traffic flow prediction: A federated learning approach,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Privacy-preserving traffic flow prediction: A federated learning approach,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:58.765279Z

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 fd783137-1650-4973-8dda-368470d46c36 · outbound

This paper cites A decentralized federated learning-based spatial–temporal model for freight traffic speed forecasting,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator A decentralized federated learning-based spatial–temporal model for freight traffic speed forecasting,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:58.596392Z

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 ff179a4d-d6f3-4e97-894b-4f13f3459c49 · outbound

This paper cites Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:28:56.624590Z

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 bb9b7f45-01eb-424c-ac34-92ad8249d98e · outbound

This paper cites Trafficgen: Learning to generate diverse and realistic traffic scenarios,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Trafficgen: Learning to generate diverse and realistic traffic scenarios,

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:54.709940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4bc462b-8137-486c-91fc-0059fd18877f · outbound

This paper cites Fedlight: Federated reinforcement learning for autonomous multi-intersection traffic signal control,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Fedlight: Federated reinforcement learning for autonomous multi-intersection traffic signal control,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:58.401988Z

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 ec01cac8-79c8-44ab-9995-e635748538e5 · outbound

This paper cites Federated hierarchical reinforcement learning for adaptive traffic signal control,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Federated hierarchical reinforcement learning for adaptive traffic signal control,

Reference 51

Resolution: verified exact; raw_fallback, observed 2026-08-07T05:28:56.431459Z

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 38683dbd-ea47-45ca-8fef-1bb7b2daf3b4 · outbound

This paper cites Privacy-preserving blockchain-based federated learning for traffic flow prediction,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Privacy-preserving blockchain-based federated learning for traffic flow prediction,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:58.243832Z

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 92d5f7b4-a912-4f84-90bf-2df65360f6a4 · outbound

This paper cites Personalized federated learning for cross-city traffic prediction,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Personalized federated learning for cross-city traffic prediction,

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:58.109983Z

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 a8f3b5b8-8b49-42bc-bf92-f7a38428b80f · outbound

This paper cites Federated learning for generating synthetic data: a scoping review,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Federated learning for generating synthetic data: a scoping review,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:57.943306Z

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 2c16ba77-458a-4911-bb91-4bf7335b7cd0 · outbound

This paper cites Decentralized federated learning through proxy model sharing,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Decentralized federated learning through proxy model sharing,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:57.813912Z

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 a27b0f5b-0f20-4bff-a592-eb8def682e1d · outbound

This paper cites Proximal Policy Optimization Algorithms.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Proximal Policy Optimization Algorithms

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:55.390579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c8b193e2-a40e-474b-80db-55365737807a · outbound

This paper cites Tomtom traffic index 2021,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Tomtom traffic index 2021,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:57.667054Z

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 5f91ba30-5034-4146-b719-2fd28884829a · outbound

This paper cites V oronoi diagrams—a survey of a fundamental geometric data structure,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator V oronoi diagrams—a survey of a fundamental geometric data structure,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:57.559727Z

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 d4a3e275-c0e3-4821-81f5-103e5c67d49d · outbound

This paper cites Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Decentralized federated learning: Fundamentals, state of the art, frameworks, trends, and challenges,

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:55.610873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e585153-80a7-4f00-aba2-81624f5ffa19 · outbound

This paper cites Open-source federated learning frameworks for IoT: A comparative review and analysis,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Open-source federated learning frameworks for IoT: A comparative review and analysis,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:57.427031Z

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 3fb77b18-b1a5-4069-881c-236eb723d8c8 · outbound

This paper cites Byzantine-Robust Aggregation for Securing Decentralized Federated Learning.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Byzantine-Robust Aggregation for Securing Decentralized Federated Learning

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:55.749193Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c8d5855-93c5-4121-a1d8-dc20ccf4f919 · outbound

This paper cites Stable baselines3,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Stable baselines3,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:57.257355Z

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 00ddb987-a577-4590-9fcc-944ce5dfd84e · outbound

This paper cites High-Dimensional Continuous Control Using Generalized Advantage Estimation.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator High-Dimensional Continuous Control Using Generalized Advantage Estimation

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-07T05:28:55.930945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77da168b-fe97-4fbd-a44f-4d380f2ac2e4 · outbound

This paper cites Ward method of hierarchical clustering for non-euclidean similarity measures,.

Realistic Urban Traffic Generator using Decentralized Federated Learning for the SUMO simulator Ward method of hierarchical clustering for non-euclidean similarity measures,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:28:56.991047Z

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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Reference resolution

Outbound references

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