Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-12T00:12:08.489897Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.08332.
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 2026-08-12T00:12:08.489897Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+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
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 62407353-942f-4c17-98af-831ba3b92d6d · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Zero touch management: A survey of network automation solutions for 5g and 6g networks.IEEE Communications Surveys & Tutorials, 24(4):2535–2578, 2022
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation df906aa5-c6cd-490f-b7c2-c810cf05d059 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Iot connections outlook, 2026
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0e36ec85-a9ac-4ab7-a09b-70efa3dc3234 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Avoiding sdn application conflicts with digital twins: Design, models and proof of concept.IEEE Transactions on Network and Service Management, 23:2038–2050, 2026
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 4d261f28-e194-411b-b932-a6855928aaaf · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting A survey on deep learning for cellular traffic prediction.Intelligent Computing, 3:0054, 2024
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d82e7390-b1a5-461e-b903-31f037ec9f37 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Spatio-temporal wireless traffic prediction with recurrent neural network.IEEE Wireless Communications Letters, 7(4):554–557, 2018
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b576627c-f073-4130-bf35-1c40c6d31503 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting When 5g meets deep learning: a systematic review.Algorithms, 13(9):208, 2020
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ab65a394-fe4c-4715-956a-d843a2e9644e · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Hussien, Heba Nashaat, and Rehab F
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e98c3477-afbd-4252-a9ca-e542c1cf9ce6 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting En- hanced multi-task traffic forecasting in beyond 5g networks: Leveraging transformer technology and multi-source data fusion.Future Internet, 16(5):159, 2024
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2743e9ce-2ca4-4864-88df-8b94ffdf2f03 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Chetty, David Grace, and Hamed Ahmadi
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation cbd3aa9e-20f5-4a8c-bc77-4773eff55582 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Cost-Effective Retraining of Machine Learning Models
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82c3daf8-5a25-41c9-a468-a511fd65b2d3 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting A survey on big data for network traffic monitoring and analysis.IEEE Transactions on Network and Service Management, 16(3):800–813, 2019
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 91a67848-e16f-48da-b7ad-95038587c70d · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Generative-AI for AI/ML Model Adaptive Retraining in Beyond 5G Networks
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 51852625-8bc5-4269-bfff-f4cd381ab0d1 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Do global forecasting models require frequent retraining? University of Milan Bicocca Department of Economics, Management and Statistics Working Paper, (551), 2025
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0f147ce1-e3fe-491c-81c2-c33e6f08c082 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Short-term mobile network traffic forecasting using seasonal arima and holt-winters models.Future Internet, 15(9):290, 2023
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a1ca8fe1-0020-4fdb-b917-293ac04c1b8d · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting An Abstracted Survey on 6G: Drivers, Requirements, Efforts, and Enablers
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f3ba3924-759f-45c6-abc9-51deeb412b06 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Intelligent resource orchestration for 5g edge infrastructures.Future Internet, 16(3):103, 2024
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 743b4d86-8ae4-4f90-bcc6-c56e800877f5 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Intelligent management at the edge
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation a79d5f90-abc5-4153-8ce3-ff7a7b537fdd · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting A Long Short-Term Memory Recurrent Neural Network Framework for Network Traffic Matrix Prediction
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 45f9e9e4-5bea-470b-b012-943bfb369dd3 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting FLEXIBLE: Forecasting cellular traffic by leveraging explicit inductive graph-based learning
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 6940eefd-1551-4491-a32c-4c66ff3115aa · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Spatio- temporal beam-level traffic forecasting in 5g wireless systems us- ing multi-task learning.Frontiers in Communications and Networks, 6:1658461, 2025
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 15733698-9bb4-427c-80fa-cfa3008f38bc · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Spatial-temporal cellular traffic prediction for 5g and beyond: A graph neural networks-based approach.IEEE Transactions on Industrial Informatics, 19(4):5722–5731, 2022
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation afb5a17a-ed8c-4172-9d92-a7ca329a8240 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Spatio- temporal graph learning: Traffic flow prediction of mobile edge com- puting in 5g/6g vehicular networks.Computer Networks, 252:110676, 2024
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5e1dabbe-bc57-4883-ac82-759cd39a9205 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Spatio-temporal graph neural network for real-time network traffic prediction and adaptive resource allocation in 6g networks
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7b1fdceb-df11-4952-b3d3-5443dde28090 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting HiSTM: Hierarchical spatiotemporal mamba for cellular traffic fore- casting
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f3d3ba1b-0098-4065-85e4-7c320836b218 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting A survey on concept drift adaptation.ACM Computing Surveys, 46(4):44:1–44:37, 2014
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d331095f-a3db-4634-90f3-3eded4d1a9fa · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting A novel adaptive concept drift detection approach for evolving network traffic patterns
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 394d9473-0f0c-4c5f-96ac-ee0738cd07a9 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Label-Free Concept Drift Assessment for Reliable AI in Emerging Wireless Applications
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation d1c133e9-924f-4ed0-b9ad-376cddd094fc · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Quantifying concept drifting in network traffic using roc curves from naive bayes classifiers
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 460bff52-a181-4790-b343-19ba6f5bd3c2 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Cost-aware retraining for machine learning.Knowledge-Based Systems, 293:111610, 2024
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ca6fed3d-1b1b-4010-9ad6-a7795840a9a6 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Peter Zhang
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation afede657-4f7a-4b6f-bea2-136b8527f989 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Residual correction in real-time traffic forecasting
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 210a2efa-abeb-404c-8e32-609c6bad982b · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting The forecast after the forecast: A post- processing shift in time series
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b3b03590-6195-405d-85c9-e9fc624c1357 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3efd57a6-ec28-4bcb-87f1-3a0b4fdc8218 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting A predictive approach to enhance time-series forecasting.Nature Communications, 16:8645, 2025
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 24d8b663-7138-4ca9-9528-107b983efe54 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting PID control
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7e97c0ce-6258-4720-a66b-f63df22b9b74 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting PID control.IEEE Control Systems Magazine, 26(1):30– 31, 2006
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 185ac508-7b7b-45e3-8e0d-6e75ede267a2 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Johnson and Mohammad H
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation decd7081-3569-4893-8dba-55abf087a7a0 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Building network digital twins part i: State synchronization
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f7389108-c3ff-435e-b1c7-901540f56b38 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Unresolved cited work
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 3465ec5b-2044-4c8f-8998-7349d5116015 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Springer, 2020
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0e6c41be-6654-4735-ba82-49664af1994e · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Alfaro and Ramon Vilanova.Model-Reference Robust Tuning of PID Controllers
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0381014f-b1d1-4d1c-ae78-d7ff793867d5 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Cell-specific association for heterogeneous networks with interference control.IEICE Transactions on Communications, E98.B(4):653–660, 2015
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 02bd070e-39df-4f40-8c5e-de739a0f2632 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Unresolved cited work
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 74dfc0aa-9292-4863-a689-261999a79f42 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Optuna: A next-generation hyperparameter optimiza- tion framework
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b828cec2-a1a3-42e7-8b10-c934e969dba3 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Algorithms for hyper-parameter optimization.Advances in neural information processing systems, 24, 2011
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9a32d88b-2d01-43d9-87e1-a4f25d389f43 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Spatial pde-aware selective state-space with nested memory for mobile traffic grid forecasting
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dd5ec6f8-8f30-4a3f-8410-e82f0adea796 · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting A multi-source dataset of urban life in the city of milan and the province of trentino.Scientific data, 2(1):150055, 2015
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f9a6fded-a541-4e83-9a8b-9adb3fec390b · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Clustering in the presence of concept drift
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 37fd475a-b071-4940-bf4d-074d8dc707fe · outbound
Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting Root mean square error (rmse) or mean absolute error (mae)?–arguments against avoiding rmse in the literature.Geoscientific model development, 7(3):1247–1250, 2014
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.