Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:08:57.207461Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2504.16376.
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 2026-08-16T11:08:57.207461Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 7d7afdc3-b426-41dd-8da1-1bbdef58f6ce · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Digital twin-empowered communications: A new frontier of wireless networks,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e77d90df-db0d-4204-8d09-33591146e743 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Advancing ubiquitous wireless connectivity through channel twinning,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3bf9c64d-5664-4ebd-bf8d-49a62a8ec8f2 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Digital twin channel for 6G: Concepts, architectures and potential applications,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1c3fa3c3-6f77-421b-881a-38f4eaa912ea · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Boston Twin: the Boston digital twin for ray-tracing in 6G networks,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2d16da6d-9c34-485e-ab54-3b03ab58ac49 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach CAVIAR: Co-simulation of 6G Communications, 3D Scenarios and AI for Digital Twins
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d85fb72f-08cf-4ec8-b69d-7336ac8350c8 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Toward environment-aware 6G communications via channel knowledge map,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20e734bd-f8f6-46f4-9205-b0f88f7cea13 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio map estimation in the real-world: Empirical validation and analysis,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 1a28cd2a-4972-461e-8615-20aa6655a901 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach A tutorial on environment-aware communications via channel knowledge map for 6G,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 531fb0bc-1117-42c2-bfa4-561f9cb6c03a · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Comparison of OTFS and OFDM in ray launched sub-6 GHz and mmwave line-of- sight mobility channels,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7579d326-4f65-4789-b050-5be90100ae92 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Sionna RT: Differentiable ray tracing for radio propagation modeling,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 00f5cb1b-8797-46d0-bb63-f9b88ab98f87 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio environment map-aided doppler shift estimation in LTE railway,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e47d62bc-43a1-4c94-abc2-cca659aa982b · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach A generalized channel dataset generator for 5G new radio systems based on ray- tracing,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dc287bbc-ee5f-41e9-9b92-d6cc69b7a551 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Indoor propagation channel simulations for 6G wireless networks,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation db03eca4-7344-41ae-af03-944070a3bf1c · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Engineering radio maps for wireless resource management,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 370d1959-8ef7-481f-92c3-b58f3b42ee59 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Dynamic radio map using statistical hypothesis testing,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dd5947bc-25ed-48c1-a1c3-b7d237b3b780 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach UA V-based dynamic object tracking with radio map,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6b11f96e-8bc1-439a-8bcf-88d14a41b997 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Deep-learning-based radio map reconstruction for V2X communications,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ba0efb6c-0fa7-4d81-ad40-63155fd8fd9b · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Temporal prediction for spectrum environment maps with moving radiation sources,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a7c725d7-2f2a-4b2f-8f45-a48da96e891a · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Cooperative spectrum sensing for cognitive radios using Kriged Kalman filtering,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation dbc1b9d4-231e-4160-a5ab-25847b3b6571 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Channel gain map tracking via distributed Kriging,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ce19454c-32aa-4576-9f6a-2504fc8926d1 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio map estimation: A data-driven approach to spectrum cartography,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5b10449b-0861-4b9b-b6e2-30bc98a34c19 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach RadioUNet: Fast radio map estimation with convolutional neural networks,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 369dd4db-59cd-434b-ae65-ed07ebc38360 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach RadioDiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Construction
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7653b7b5-7e3e-4ea5-9841-c9c9a886290c · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Channel estimation and pilot overhead reduction in OFDM systems using compressed sensing dynamic mode decomposition,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 0f7a8e84-98c4-4f37-a649-b764527431d1 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach A dynamical model for CSI feedback in mobile MIMO systems using dynamic mode decomposition,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 480f0f37-1b71-42d1-ba22-2d33b03038c9 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Unresolved cited work
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3e44e6aa-92a7-477d-9e41-dda008c66ae1 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Extended dynamic mode decomposition with learned koopman eigenfunctions for prediction and control,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 10ef40a5-69ca-4e03-9ec3-04fefaf394f3 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach On-the-fly dynamic mode decomposition for rapid time-extrapolation and analysis of cavity resonances,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 8db9cfa4-a0e0-494c-beb1-2bfdc2e8547b · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Digital twin for natural gas infrastructure operation and management via streaming dynamic mode decomposition with control,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d28e7f33-cc07-4f79-8950-e79849998566 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Segmentation is tracking: Spatial-temporal map vehicle trajectory reconstruction and validation,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 5a3f6047-7c2c-4cd8-89ec-cd1aec29d9d2 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach How much data is needed for channel knowledge map construction?
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f75aa078-1a79-41a8-939e-0611873bc8fe · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Kriging-based 3-D spectrum awareness for radio dynamic zones using aerial spectrum sensors,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6bbd2e7d-0d2f-4a53-867c-915407a9235d · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Ordinary Kriging interpolation for indoor 3D REM,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3bb08544-cb87-4aa1-a147-f56e45bf3d2c · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94b05819-138c-463c-bfa4-028b0faaeff3 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Multi- resolution dynamic mode decomposition for foreground/background separation and object tracking,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7713d066-1418-4100-94b9-5cd507ae6883 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Compressed dynamic mode decomposition for background modeling,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 9c4b7b4d-fc54-45b4-894a-06afb055a0ca · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach An operator theoretic approach for analyzing sequence neural networks,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a0318fec-bfca-4064-b0cb-efe5af0c6306 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Operator is the Model
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ca418746-b119-47b7-8cab-919d367e2431 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach DLKoopman: A deep learning software package for Koopman theory,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation bf7ea0d2-a756-418c-a709-9a619f1c16bb · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Explaining transformers through dynamical systems theory,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 48833ae2-d55e-4175-9406-3f7a4a7bc978 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Generative AI on SpectrumNet: An open benchmark of multiband 3-D radio maps,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7c8aaa3d-93fc-425d-8dbd-7c7f6807dd98 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach When generative AI meets semantic communication: Optimizing radio map construction and distribution in future mobile networks,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1675556-f7bc-4029-9576-4db74485a254 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Physics-inspired machine learning for radiomap estimation: Integration of radio propagation models and artificial intelligence,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 806a5f83-8835-466b-a632-802c14d7cfc7 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Dynamic matrix completion based state estimation in distribution grids,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 96905d66-f0e3-48d3-a60c-b89b3d6c48af · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Fast Kalman-like filtering for large- dimensional linear and Gaussian state-space models,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d63ae0c3-3a81-452e-84c7-9134c497089e · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Propagation map reconstruction via interpolation assisted matrix completion,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3ff0d8e6-6610-420e-8abe-fc16465ed950 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Ns3 meets Sionna: Using Realistic Channels in Network Simulation
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c30ec087-6a37-4b66-95f0-bfdf5b783d40 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach PyDMD: Python Dynamic Mode Decomposition,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e891166c-4653-465c-a62b-6330878ce9ac · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Toward 5G NR high-precision indoor positioning via channel frequency response: A new paradigm and dataset generation method,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 66a6cbce-8af5-417f-8ce1-c526e348e044 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Digital twin of the radio environment: A novel approach for anomaly detection in wireless networks,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6f7b23c2-d41d-47bc-a1ce-a7c0490b218c · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio map-based spectrum sharing for joint communication and sensing,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation f987fdf5-1dba-4644-bf39-ac0d5f41f932 · outbound
Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Network massive MIMO transmission over millimeter-wave and Terahertz bands: Mobility enhancement and blockage mitigation,
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
No inbound Pith citation observations are available.