Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T09:52:11.230134Z
Paper Citation Record · LEDGER
As of 10 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2510.12996.
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 2026-08-04T09:52:11.230134Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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
71 of 71 outbound references displayed
External citation measurements
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Observation 43866e23-3eb5-47d3-8f51-70c1073e5ac1 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Massive mimo systems for 5g and beyond networks—overview, recent trends, challenges, and future research direction,
Reference 1
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Observation 4e797b59-0cee-4b8b-9b93-0ff9ed0e707a · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Unresolved cited work
Reference 2
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Observation 075a5a16-cf1c-4742-b4e2-e43c0f805606 · outbound
Reference 3
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Observation a57fd1e7-66ae-4017-b2ba-72a4eb4243e2 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Energy and spectral efficiency of very large multiuser mimo systems,
Reference 4
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Observation 443d5040-a7f2-42cc-b89a-b4ce1b30ff0d · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Massive mimo has unlimited capacity,
Reference 5
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Observation 01ed5f71-0be3-4d3a-ad0a-2fd7a9006673 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Optimal design of energy-efficient multi-user mimo systems: Is massive mimo the answer?
Reference 6
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Observation 27239769-95dc-48f5-ad49-4c3a07eb69f3 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Limited feedback beamforming over temporally-correlated channels,
Reference 7
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Observation a67133a8-d4a0-44c4-99f7-5d821e010563 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Pilot con- tamination and precoding in multi-cell tdd systems,
Reference 8
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Observation df6e36ca-6121-4b4e-83eb-f56984d48a8f · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Classical Option Pricing and Some Steps Further
Reference 9
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Observation 33a8a5bc-5bd8-4b4b-912c-d800da3539a2 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Effects of channel aging in massive MIMO systems,
Reference 10
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Observation 9c97ae7c-6826-4ff6-b5c7-989d8e020357 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Estimating doubly-selective channels for hybrid mmwave massive mimo systems: A doubly-sparse approach,
Reference 11
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Observation 82bbd0e9-5565-4770-bf13-c0207a8c145b · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Performance analysis of MIMO MRC systems with feedback delay and channel estimation error,
Reference 12
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Observation b481473d-12e3-43ee-8523-6a93b4fa7c4c · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Deterministic channel modeling and long range prediction of fast fading mobile radio channels,
Reference 13
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Observation 86a04693-f329-469e-8ac7-1eb9fe8931be · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Short range wireless channel prediction using local information,
Reference 14
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Observation d8819131-2234-4ad1-bcd0-09e15a38a03c · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Channel prediction in time-varying massive mimo environments,
Reference 15
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Observation c444a85b-781f-4426-b737-18167e578afd · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Performance analysis of (tdd) massive mimo with kalman channel prediction,
Reference 16
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Observation 42c3dbd7-7f46-4b57-929c-76e8855a9138 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Massive MIMO Channel Prediction: Kalman Filtering vs. Machine Learning,
Reference 17
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Observation 693ddd13-aac8-49a2-9b7d-dbf04539bef8 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Addressing the curse of mobility in massive mimo with prony-based angular-delay domain channel predictions,
Reference 18
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Observation 566440eb-4c29-4fcb-a848-e678bdd8f47c · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Machine Learning for Future Wireless Communications: Channel Prediction Perspectives
Reference 19
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Observation 489a7276-ee74-49ae-a7d9-405fdc72fa0a · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing A Comparison of Neural Networks for Wireless Channel Prediction
Reference 20
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Observation 6b611516-8b23-49d2-a0d5-e71f022308c5 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Simplification of MUSIC and ESPRIT by exploitation of cyclostationarity,
Reference 21
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Observation 4e955e62-3cb1-47ce-bccd-c741d8651908 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing AI for CSI Prediction in 5G-Advanced and Beyond
Reference 22
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Observation 40012245-94a6-40bd-92d2-d02624c3863f · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Toward intelligent fading channel prediction: A compre- hensive survey,
Reference 23
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Observation 77fd3a7b-cfd1-46e8-90db-77aecf75f678 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Lstm-gru model-based channel prediction for one-bit massive mimo system,
Reference 24
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Observation 4e1a3b58-ccd6-4ac9-8554-918ad58637dc · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing CV-3DCNN: Complex-Valued Deep Learning for CSI Prediction in FDD Massive MIMO Systems,
Reference 25
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Observation d69f5bcc-e33e-4f81-8473-34e3c6a70468 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Deep UL2DL: Data-Driven Channel Knowledge transfer from uplink to Downlink,
Reference 26
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Observation 8de2958d-a3d8-44d3-bbd1-028e4dc4210f · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Accurate channel prediction based on transformer: making mobility negligible,
Reference 27
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Observation 603d6bb0-18cf-4d6f-b2ef-cf8a20b16e16 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Spectral Temporal Graph neural network for massive MIMO CSI prediction,
Reference 28
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Observation 98a7e086-0d87-4d51-b9e4-e5f5042b9cd7 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing LLM4CP: Adapting Large Language Models for channel Prediction,
Reference 29
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Observation 6ef5edf8-4945-461d-b4dd-5acf5f547e7b · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Mining limited data sufficiently: A bert-inspired approach for csi time series application in wireless communication and sensing,
Reference 30
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Observation 8aa0f0f0-5880-4935-a60f-7871e0e345f9 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Uplink perfor- mance of time-reversal mrc in massive mimo systems subject to phase noise,
Reference 31
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Observation 98a31698-bf76-46f1-841d-28878c506595 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Effect of realistic oscillator phase noise on the performance of cell-free massive mimo systems,
Reference 32
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Observation 65b32827-5b55-4794-930b-976c79df8a49 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Performance evaluation of mimo systems in a mixture of gaussian noise and impulsive noise,
Reference 33
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Observation 91873117-9780-4a0d-9ee1-6ce996b1e016 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Uplink channel estimation for massive mimo systems with impulsive noise,
Reference 34
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Observation 2205752f-f14f-483c-b411-9716951d2580 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Packet losses distributions in 5g networks for pmu-based monitoring systems,
Reference 35
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Observation c88e3080-3476-4eaa-ba19-a1650172815c · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Are Language Models Actually Useful for Time Series Forecasting?
Reference 36
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Observation d123fd5a-ad80-4156-951d-4e19b13f0dc5 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Construction and validation of analytical wireless MIMO channel models based on channel measurement data,
Reference 37
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Observation 1f814a35-478b-4329-ad1d-4dfbd1cd7081 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Static CSI extraction and application in the tomographic channel model,
Reference 38
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Observation ae9a1c19-d74b-4c51-a048-a564c9d758f3 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing A geometry-based non-stationary MIMO channel model for vehicular communications,
Reference 39
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Observation b0022534-8c08-4777-a80b-888bf2e2d4b4 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing NR; Radio Resource Control (RRC); Protocol specification,
Reference 40
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Observation 2103f26a-dff8-4b13-9def-519011fea603 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing FDD-RT: A simple CSI acquisition technique via channel reciprocity for FDD massive MIMO downlink,
Reference 41
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Observation e4b2965c-92e0-434b-b2b2-dc6622c71cc1 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing FDD Massive MIMO Channel Spatial Covariance Conversion Using Projection Methods
Reference 42
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Observation 8b7ab3c8-d10b-4eb8-9128-086a2faa1139 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Complex cnn csi enhancer for integrated sensing and communications,
Reference 43
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Observation 3189c426-5519-4da1-a707-c0f8ceaef085 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Beyond a gaussian denoiser: Residual learning of deep cnn for image denoising,
Reference 44
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Observation f68ed8ff-e94f-498b-9737-7764e2fdc5e3 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Unresolved cited work
Reference 45
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Observation e3591889-d9d5-474e-96c5-267aa9b9fff0 · outbound
Reference 46
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Observation 9fcafc88-d688-4c0d-b14e-ccae057cf93f · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Multi-resolution csi feedback with deep learning inmassivemimo system,
Reference 47
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Observation 76929acb-eb45-4086-9224-93a29a5dca64 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Enhancing Deep Learning Performance of Massive MIMO CSI Feedback
Reference 48
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Observation 3c1fa808-eaad-4533-b1c8-0f944ed678b5 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Modelling the 5G Energy Consumption using Real-world Data: Energy Fingerprint is All You Need
Reference 49
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Observation 44c591da-e8a3-4224-9e2f-c8cfed3fcd23 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Shufflenet: An extremely efficient convolutional neural network for mobile devices,
Reference 50
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Observation 16eca3be-478f-4cbe-aeea-a58a4b805fe2 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Shufflenet v2: Practical guidelines for efficient cnn architecture design,
Reference 51
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Observation 6de04431-522c-4dd2-b096-eb897b5adc0b · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Attention is all you need,
Reference 52
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Observation 290a35d6-a263-4baf-9ca8-e535d31f8318 · outbound
Reference 53
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Observation 5c695b0c-33ba-4206-ac9a-83420ddea8eb · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing NR; Physical channels and modulation (3GPP TS 38.211 version 15.3.0 Release 15),
Reference 54
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Observation 88a77bce-7d9b-4878-81fb-7f15ed3f7464 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Study on channel model for frequencies from 0.5 to 100 GHz (3GPP TR 38.901 version 16.1.0 Release 16),
Reference 55
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Observation a7ab56dd-0789-4702-b17b-6ee239cbf910 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing A spatially separable attention mechanism for massive mimo csi feedback,
Reference 56
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Observation a991ed00-c064-4c27-8efa-41e97af4c532 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Neural Network-Based Fading Channel Prediction: A Comprehensive Overview,
Reference 57
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Observation 491d6116-8db7-4d91-888a-bc638c6b0430 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing A comparison of Wireless Channel Predictors: Artificial Intelligence versus Kalman Filter
Reference 58
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Observation 32a54097-4234-4e8e-950b-88172a92c320 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Optuna: A next-generation hyperparameter optimization framework,
Reference 59
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Observation 8b231ee5-9eab-4f0d-878c-03163639a660 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Enhancing reliability in ai-based csi prediction: A proxy-based performance monitoring approach,
Reference 60
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Observation e589261d-405f-43a4-abcf-080ecd2b9c9d · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Deep learning-based downlink channel prediction for fdd massive mimo system,
Reference 61
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Observation b9fd6f0a-3117-47f5-9f7f-7e6037c57088 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Phase noise in modular millimeter wave massive MIMO,
Reference 62
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Observation 1b467e63-de7b-4263-bf22-f1fd93d92870 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Joint estimation of channel and oscillator phase noise in MIMO systems,
Reference 63
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Observation beec9cf1-8a72-44db-a847-8d31a822a3f3 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Communication in the presence of noise,
Reference 64
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Observation 66302da0-0a72-4692-bdb8-f328ccdb2293 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Unresolved cited work
Reference 69
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Observation 7ce3b59e-7b7a-42a7-8176-96c5d7850ca1 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing 17b) is introduced to simulate sudden spike- like disturbances that may result from abrupt environmental changes or unexpected obstacles between the BS and UE [33,34]
Reference 70
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Observation cf890ba4-a157-48bd-86ad-c0d5023afcb1 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing 17c) refers to the random omission of CSI packets [35]
Reference 71
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Observation 9332b8b9-39ab-498e-b868-a6fc7ce98759 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Available: https://doi.org/10.1017/cbo9780511807213
Reference 2005
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Observation 9699f320-b350-44e4-a7c1-d0be9d2300e8 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Available: https://doi.org/10.1109/tcomm.2020.3027882
Reference 2021
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Observation 784f3b2b-5b36-4c1f-bf29-61ba75645209 · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Available: https://doi.org/10.1109/jsac.2022.3191334
Reference 2022
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Observation 8cbd9489-f957-48e8-a31b-17af8c5e437f · outbound
CSI-4CAST: A Hybrid Deep Learning Model for CSI Prediction with Comprehensive Robustness and Generalization Testing Effect of Realistic Oscillator Phase Noise on the Performance of Cell-Free Massive MIMO Systems
Reference 2025
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No inbound Pith citation observations are available.