Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-29T19:49:07.935627Z
Paper Citation Record · LEDGER
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks
As of 23 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2605.25573.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
37 of 37 outbound references displayed
- verified exact1
- verified fuzzy0
- unresolved36
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation ed081dc4-e2d1-4270-9416-b0fa0bf5f392 · outbound
This paper cites Ericsson Mobility Report: Early movers pursue performance-based business models,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Ericsson Mobility Report: Early movers pursue performance-based business models,
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afb7a50d-067e-45cc-8410-209e663ddf71 · outbound
This paper cites HuaweiT ech Issue 096: Reshaping the future with AI-driven traffic growth,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks HuaweiT ech Issue 096: Reshaping the future with AI-driven traffic growth,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 025383c4-9b46-426e-a1a6-41622bac84bf · outbound
This paper cites Survey on machine learning for traffic-driven service provisioning in optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Survey on machine learning for traffic-driven service provisioning in optical networks,
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d7e33a3-6a1b-40af-bd07-11e411725bff · outbound
This paper cites AI/ML-as-a- Service for optical network automation: Use cases and challenges [in- vited],.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks AI/ML-as-a- Service for optical network automation: Use cases and challenges [in- vited],
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2d22b5f8-94f0-477b-ad94-3487c6c7b3d6 · outbound
This paper cites A data- driven bandwidth allocation framework with QoS considerations for EONs,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks A data- driven bandwidth allocation framework with QoS considerations for EONs,
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d044e43-c33a-44b6-acca-9bf198faf3ba · outbound
This paper cites Classification and forecasting of real- time server traffic flows employing long short-term memory for hybrid E/O data center networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Classification and forecasting of real- time server traffic flows employing long short-term memory for hybrid E/O data center networks,
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de1a2f8d-92e9-4f60-a49e-413d6ec1ba61 · outbound
This paper cites Machine- learning-aided dynamic reconfiguration in optical DC/HPC networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Machine- learning-aided dynamic reconfiguration in optical DC/HPC networks,
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d3ef08e-02f1-4f14-8bc2-c09b00f48a7b · outbound
This paper cites Federated learning for network traffic prediction,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Federated learning for network traffic prediction,
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21ce5905-e4a6-4ad7-892e-d72ea770f47b · outbound
This paper cites A fair fed- erated learning framework for collaborative network traffic prediction and resource allocation,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks A fair fed- erated learning framework for collaborative network traffic prediction and resource allocation,
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bbdce513-ce83-4dca-9018-81e34a660908 · outbound
This paper cites A deep learning method based on an attention mechanism for wireless network traffic predic- tion,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks A deep learning method based on an attention mechanism for wireless network traffic predic- tion,
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9911b502-b93a-46c8-8c5a-f130e8edea5d · outbound
This paper cites In- traflow temporal correlation-based network traffic prediction,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks In- traflow temporal correlation-based network traffic prediction,
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 869934b7-90cf-4679-a16f-7c366e284827 · outbound
This paper cites DenseNet-T ransformer: A deep learning method for spatialtemporal traffic prediction in optical fronthaul network,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks DenseNet-T ransformer: A deep learning method for spatialtemporal traffic prediction in optical fronthaul network,
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 456dfb69-f284-44d5-aacb-21f777db62fb · outbound
This paper cites Live demonstration of autonomous link-capacity adjustment in optical metro-aggregation networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Live demonstration of autonomous link-capacity adjustment in optical metro-aggregation networks,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ba997b5-1e0e-4686-a937-4e39a0c5c955 · outbound
This paper cites Addressing traffic prediction uncertainty in multi-period planning optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Addressing traffic prediction uncertainty in multi-period planning optical networks,
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01c4baf7-d260-4aaa-a15a-6f7919e4cf4f · outbound
This paper cites Uncertainty quantifica- tion and consideration in ML-aided traffic-driven service provisioning,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Uncertainty quantifica- tion and consideration in ML-aided traffic-driven service provisioning,
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd71253f-c4a8-4134-941a-65d0a96df44b · outbound
This paper cites Quantifying the operational benefits of deep learning based dynamic traffic pre- diction using real-world dataset,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Quantifying the operational benefits of deep learning based dynamic traffic pre- diction using real-world dataset,
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ba775a2-12f5-409f-9a3e-e69370a27325 · outbound
This paper cites Minimize sub- carrier reallocation in elastic optical path networks using traffic pre- diction,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Minimize sub- carrier reallocation in elastic optical path networks using traffic pre- diction,
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c7c2624-3794-4c2e-8e8b-ef01c8bf8aa4 · outbound
This paper cites Multi-step traffic predic- tion for multi-period planning in optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Multi-step traffic predic- tion for multi-period planning in optical networks,
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd714453-bd62-405b-9784-7403ff22ce04 · outbound
This paper cites Energy efficient dynamic optical routing for mobile metro-core networks under tidal traf- fic patterns,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Energy efficient dynamic optical routing for mobile metro-core networks under tidal traf- fic patterns,
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73324071-62f1-4a6f-ab57-4783baea219e · outbound
This paper cites Ma- chine learning assisted provisioning of time-varying traffic in translu- cent optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Ma- chine learning assisted provisioning of time-varying traffic in translu- cent optical networks,
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9cedbf4d-f67c-4959-b9a9-4a96e47fd73c · outbound
This paper cites Optimal and near-optimal alpha-fair re- source allocation algorithms based on traffic demand predictions for optical network planning,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Optimal and near-optimal alpha-fair re- source allocation algorithms based on traffic demand predictions for optical network planning,
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7725968-693c-41d6-9663-f952b9b8289d · outbound
This paper cites Balancing efficiency and fairness in resource allocation for optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Balancing efficiency and fairness in resource allocation for optical networks,
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e26cb81a-e150-4ecc-960b-7cf45e686405 · outbound
This paper cites Fair resource allocation in optical net- works under tidal traffic,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Fair resource allocation in optical net- works under tidal traffic,
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4fb0f4e-571a-416d-abbd-1e5de61f1711 · outbound
This paper cites Knowledge-based autonomous service provisioning in multi-domain elastic optical net- works,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Knowledge-based autonomous service provisioning in multi-domain elastic optical net- works,
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efce5010-231c-4c4c-87bd-19a4b7ffee8a · outbound
This paper cites Machine-learning-based prediction for re- source (re)allocation in optical data center networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Machine-learning-based prediction for re- source (re)allocation in optical data center networks,
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b27fa733-69ad-4610-adab-03ee2b1dc511 · outbound
This paper cites A machine learning approach to mitigating fragmentation and crosstalk in space division multiplexing elastic optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks A machine learning approach to mitigating fragmentation and crosstalk in space division multiplexing elastic optical networks,
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c584b4c5-c6e1-4cb1-8521-ff9e046d8aea · outbound
This paper cites T raffic pre- diction in optical networks using graph convolutional generative ad- versarial networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks T raffic pre- diction in optical networks using graph convolutional generative ad- versarial networks,
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b5821f2-aaa9-448a-8720-daeb762f6764 · outbound
This paper cites T wo use cases of machine learning for SDN-enabled IP/optical networks: Traffic matrix prediction and optical path performance prediction,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks T wo use cases of machine learning for SDN-enabled IP/optical networks: Traffic matrix prediction and optical path performance prediction,
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 412d2033-c25c-4823-9351-8c03b1bc59dc · outbound
This paper cites Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation
Reference 29
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T19:53:55.663640Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.
Observation 2580a47f-f7bc-4883-94c8-6168cf7ac7b8 · outbound
This paper cites Time-series prediction with RNN, GRU, LSTM and attention,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Time-series prediction with RNN, GRU, LSTM and attention,
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cde7dcd1-6871-4836-846b-a06d13fe2c78 · outbound
This paper cites Machine learning framework for timely soft-failure detection and localization in elastic optical net- works,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Machine learning framework for timely soft-failure detection and localization in elastic optical net- works,
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae205f2a-4dde-4dfa-957f-09dc21e68db3 · outbound
This paper cites Finding the k shortest loopless paths in a network,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Finding the k shortest loopless paths in a network,
Reference 32
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- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4699133-2c6d-4fe3-8b27-f6e466d1563f · outbound
This paper cites Distance-adaptive spectrum resource allocation in spectrum-sliced elastic optical path network,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Distance-adaptive spectrum resource allocation in spectrum-sliced elastic optical path network,
Reference 33
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- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc121334-af40-408f-bd0e-4d5a270aec92 · outbound
This paper cites Time-varying spectrum allocation policies and blocking analysis in flexible optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Time-varying spectrum allocation policies and blocking analysis in flexible optical networks,
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca588247-d97d-4620-a141-0dcd72c633c1 · outbound
This paper cites High Performance Computing Facility of the University of Cyprus (UCY HPC),.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks High Performance Computing Facility of the University of Cyprus (UCY HPC),
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecec73ba-ff63-4dee-becb-55213903cfc6 · outbound
This paper cites Gurobi Optimizer Reference Manual,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Gurobi Optimizer Reference Manual,
Reference 36
- Resolution
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- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02a09cd7-84a9-4392-b963-a2c42a91d0e5 · outbound
This paper cites Elastic band- width allocation in flexible OFDM-based optical networks,.
Leveraging Multi-Step Traffic Forecasts for Multi-Period Planning Optical Networks Elastic band- width allocation in flexible OFDM-based optical networks,
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-06-29T19:49:07.935627Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.