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Paper Citation Record · LEDGER

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach

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.

pith.paper-citation-record.v1
2504.16376 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T11:08:57.207461Z

measured 52 of 52 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

52 of 52 outbound references displayed

  • verified exact3
  • verified fuzzy43
  • unresolved6
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7d7afdc3-b426-41dd-8da1-1bbdef58f6ce · outbound

This paper cites Digital twin-empowered communications: A new frontier of wireless networks,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Digital twin-empowered communications: A new frontier of wireless networks,

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.741709Z

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.

source=pdf_text observed=2026-08-16T11:08:55.118493Z digest=sha256:6a69f1893b40ed3f36570ef8766569046185e6093acd430bab93d0888bf13681

Observation e77d90df-db0d-4204-8d09-33591146e743 · outbound

This paper cites Advancing ubiquitous wireless connectivity through channel twinning,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Advancing ubiquitous wireless connectivity through channel twinning,

Reference 2

Resolution
verified exact
doi, observed 2026-08-16T11:08:57.286661Z

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.

source=pdf_text observed=2026-08-16T11:08:55.157095Z digest=sha256:b78c820fcd0274815e8ecfd6d32b57a11bbd4a84961d0721a1645639e45a43bf

Observation 3bf9c64d-5664-4ebd-bf8d-49a62a8ec8f2 · outbound

This paper cites Digital twin channel for 6G: Concepts, architectures and potential applications,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Digital twin channel for 6G: Concepts, architectures and potential applications,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.666126Z

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.

source=pdf_text observed=2026-08-16T11:08:55.199446Z digest=sha256:8272aea30fbbf05b3d7fdf7ee1c4a1e7e7ea65ebb9c3fb5240e2a212cc4f0bec

Observation 1c3fa3c3-6f77-421b-881a-38f4eaa912ea · outbound

This paper cites Boston Twin: the Boston digital twin for ray-tracing in 6G networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.603285Z

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.

source=pdf_text observed=2026-08-16T11:08:55.255318Z digest=sha256:9c1601417ddc93fc740b7951904284d53abe6f37cf06e3403e8001348bc6b700

Observation 2d16da6d-9c34-485e-ab54-3b03ab58ac49 · outbound

This paper cites CAVIAR: Co-simulation of 6G Communications, 3D Scenarios and AI for Digital Twins.

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

Resolution
verified exact
local_arxiv, observed 2026-08-16T11:08:57.704064Z

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.

source=pdf_text observed=2026-08-16T11:08:55.261049Z digest=sha256:641bf1afdc5b66ddd2ac47086d550c55e17104afc7f2c11ba0f701ef48ac946f

Observation d85fb72f-08cf-4ec8-b69d-7336ac8350c8 · outbound

This paper cites Toward environment-aware 6G communications via channel knowledge map,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Toward environment-aware 6G communications via channel knowledge map,

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-16T11:08:55.327540Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:08:55.327540Z digest=sha256:cefc5b1df976c1cd9811e3e4467eabdef1a0653a3d13923cce5234170b1ca447

Observation 20e734bd-f8f6-46f4-9205-b0f88f7cea13 · outbound

This paper cites Radio map estimation in the real-world: Empirical validation and analysis,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio map estimation in the real-world: Empirical validation and analysis,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.538697Z

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.

source=pdf_text observed=2026-08-16T11:08:55.334288Z digest=sha256:1b7f2fc9290ec38cee5d0bd8ed7be5398770ca8c43fe5eb04a4aaa05625c51a7

Observation 1a28cd2a-4972-461e-8615-20aa6655a901 · outbound

This paper cites A tutorial on environment-aware communications via channel knowledge map for 6G,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.506548Z

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.

source=pdf_text observed=2026-08-16T11:08:55.433410Z digest=sha256:1d10fb21f39ac706d69aa5bfde040d4d659e64b766c9756137ab4079d62dd244

Observation 531fb0bc-1117-42c2-bfa4-561f9cb6c03a · outbound

This paper cites Comparison of OTFS and OFDM in ray launched sub-6 GHz and mmwave line-of- sight mobility channels,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.426209Z

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.

source=pdf_text observed=2026-08-16T11:08:55.531460Z digest=sha256:eb152accacc0bb53329f1c0297a8501d7fba54d7f2df794a6f3d60d1f0e94a50

Observation 7579d326-4f65-4789-b050-5be90100ae92 · outbound

This paper cites Sionna RT: Differentiable ray tracing for radio propagation modeling,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Sionna RT: Differentiable ray tracing for radio propagation modeling,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.390775Z

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.

source=pdf_text observed=2026-08-16T11:08:55.557056Z digest=sha256:c67257afa30638775b2915a6616facacf27a1f2e52f368d40ebdd0cc646e3cbb

Observation 00f5cb1b-8797-46d0-bb63-f9b88ab98f87 · outbound

This paper cites Radio environment map-aided doppler shift estimation in LTE railway,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio environment map-aided doppler shift estimation in LTE railway,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.333975Z

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.

source=pdf_text observed=2026-08-16T11:08:55.634788Z digest=sha256:2b62dfbc4896fc211edb080531382e0a8838c52c11d71239d92a869b6355db75

Observation e47d62bc-43a1-4c94-abc2-cca659aa982b · outbound

This paper cites A generalized channel dataset generator for 5G new radio systems based on ray- tracing,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.279778Z

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.

source=pdf_text observed=2026-08-16T11:08:55.667754Z digest=sha256:91577173ac7391fe806014f95e30bc42bf22c65b8b1a3fa2f20a3f0cf0673282

Observation dc287bbc-ee5f-41e9-9b92-d6cc69b7a551 · outbound

This paper cites Indoor propagation channel simulations for 6G wireless networks,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Indoor propagation channel simulations for 6G wireless networks,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.221560Z

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.

source=pdf_text observed=2026-08-16T11:08:55.701608Z digest=sha256:718e1578e69b52d688e901ddf51704a339f6e95def55e43e4bc94cd150a779b2

Observation db03eca4-7344-41ae-af03-944070a3bf1c · outbound

This paper cites Engineering radio maps for wireless resource management,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Engineering radio maps for wireless resource management,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.099181Z

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.

source=pdf_text observed=2026-08-16T11:08:55.762648Z digest=sha256:4d283d4c3a17feeef93be27b6b286b45ca43bb0d16dad30ccb3247bf283806da

Observation 370d1959-8ef7-481f-92c3-b58f3b42ee59 · outbound

This paper cites Dynamic radio map using statistical hypothesis testing,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Dynamic radio map using statistical hypothesis testing,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.081157Z

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.

source=pdf_text observed=2026-08-16T11:08:55.768901Z digest=sha256:c9d2f64c9ff2dc3fef3dbb744a5e958d295464274e97791d1ba6699f264eabeb

Observation dd5947bc-25ed-48c1-a1c3-b7d237b3b780 · outbound

This paper cites UA V-based dynamic object tracking with radio map,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach UA V-based dynamic object tracking with radio map,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:09:00.022664Z

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.

source=pdf_text observed=2026-08-16T11:08:55.844875Z digest=sha256:71d52e31edf17d072c66db2ddbb5d2a6c0e7abbb7a48d8df278b34ad92b0bd76

Observation 6b11f96e-8bc1-439a-8bcf-88d14a41b997 · outbound

This paper cites Deep-learning-based radio map reconstruction for V2X communications,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Deep-learning-based radio map reconstruction for V2X communications,

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.969725Z

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.

source=pdf_text observed=2026-08-16T11:08:55.919050Z digest=sha256:cac2f4597071d6795acb7050e41a83485f117e4c4d2bd25c20f658b52eb7b9db

Observation ba0efb6c-0fa7-4d81-ad40-63155fd8fd9b · outbound

This paper cites Temporal prediction for spectrum environment maps with moving radiation sources,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Temporal prediction for spectrum environment maps with moving radiation sources,

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.893013Z

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.

source=pdf_text observed=2026-08-16T11:08:55.925532Z digest=sha256:44426e52d920037a02f69fe0344f74e6f2f229534e11ceae1e17ee3b7b3a51fc

Observation a7c725d7-2f2a-4b2f-8f45-a48da96e891a · outbound

This paper cites Cooperative spectrum sensing for cognitive radios using Kriged Kalman filtering,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Cooperative spectrum sensing for cognitive radios using Kriged Kalman filtering,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.874569Z

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.

source=pdf_text observed=2026-08-16T11:08:56.005306Z digest=sha256:51eaa31ad3b329e465e397e0b2a7aafe3a3de76aa853113c50979080e8360cba

Observation dbc1b9d4-231e-4160-a5ab-25847b3b6571 · outbound

This paper cites Channel gain map tracking via distributed Kriging,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Channel gain map tracking via distributed Kriging,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.728896Z

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.

source=pdf_text observed=2026-08-16T11:08:56.090144Z digest=sha256:4aeb2784c15e254519dccbf3cf78c3747fff4e72daf18e3ab11176d2055a4c6b

Observation ce19454c-32aa-4576-9f6a-2504fc8926d1 · outbound

This paper cites Radio map estimation: A data-driven approach to spectrum cartography,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio map estimation: A data-driven approach to spectrum cartography,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.708192Z

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.

source=pdf_text observed=2026-08-16T11:08:56.134167Z digest=sha256:7d510d44f940c5872bebab887f1bcb469d644d3f8c55d6d94dd3f8fe9987dfa0

Observation 5b10449b-0861-4b9b-b6e2-30bc98a34c19 · outbound

This paper cites RadioUNet: Fast radio map estimation with convolutional neural networks,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach RadioUNet: Fast radio map estimation with convolutional neural networks,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.628455Z

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.

source=pdf_text observed=2026-08-16T11:08:56.191599Z digest=sha256:be5826b71a0e57a952e0df0dae55e90ff54bc1c2312a70f66ec0bbee196853b3

Observation 369dd4db-59cd-434b-ae65-ed07ebc38360 · outbound

This paper cites RadioDiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Construction.

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

Resolution
verified exact
local_arxiv, observed 2026-08-16T11:08:57.544872Z

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.

source=pdf_text observed=2026-08-16T11:08:56.196786Z digest=sha256:048052928a05a32c4692b79e0aaf005d2fa54efef7ecd911e4dee829ec254d0a

Observation 7653b7b5-7e3e-4ea5-9841-c9c9a886290c · outbound

This paper cites Channel estimation and pilot overhead reduction in OFDM systems using compressed sensing dynamic mode decomposition,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.587502Z

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.

source=pdf_text observed=2026-08-16T11:08:56.203228Z digest=sha256:331f73852cfce46c02ef05b3a06231d3a4c62c12a899784002f2a0a148b9537b

Observation 0f7a8e84-98c4-4f37-a649-b764527431d1 · outbound

This paper cites A dynamical model for CSI feedback in mobile MIMO systems using dynamic mode decomposition,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.538353Z

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.

source=pdf_text observed=2026-08-16T11:08:56.295738Z digest=sha256:799ed382760f21e4a9a64a74a426053225a32ee8967bfc82c18f615b1003fcb6

Observation 480f0f37-1b71-42d1-ba22-2d33b03038c9 · outbound

This paper cites an unresolved cited work.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-16T11:08:59.516961Z

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.

source=pdf_text observed=2026-08-16T11:08:56.301574Z digest=sha256:cbff653420ece64d93a1569b352c57e1febf4c8409504dccdf16b4fb861e27af

Observation 3e44e6aa-92a7-477d-9e41-dda008c66ae1 · outbound

This paper cites Extended dynamic mode decomposition with learned koopman eigenfunctions for prediction and control,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.467197Z

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.

source=pdf_text observed=2026-08-16T11:08:56.376641Z digest=sha256:2e1e066f196b88cb133d4e2e3c377e55ddcbdba4c1273f8ba5c942b0164b676c

Observation 10ef40a5-69ca-4e03-9ec3-04fefaf394f3 · outbound

This paper cites On-the-fly dynamic mode decomposition for rapid time-extrapolation and analysis of cavity resonances,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.450072Z

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.

source=pdf_text observed=2026-08-16T11:08:56.383023Z digest=sha256:b75256713c04196f3cac36ab7518ef6e87ef37dd4dc0ecaf1a6b74046de55e5b

Observation 8db9cfa4-a0e0-494c-beb1-2bfdc2e8547b · outbound

This paper cites Digital twin for natural gas infrastructure operation and management via streaming dynamic mode decomposition with control,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.389014Z

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.

source=pdf_text observed=2026-08-16T11:08:56.418460Z digest=sha256:7d6875e789c0241311e9e4ab2cee1e0f1e12eed51c8ec1b85bfc68f6baab375a

Observation d28e7f33-cc07-4f79-8950-e79849998566 · outbound

This paper cites Segmentation is tracking: Spatial-temporal map vehicle trajectory reconstruction and validation,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Segmentation is tracking: Spatial-temporal map vehicle trajectory reconstruction and validation,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.355692Z

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.

source=pdf_text observed=2026-08-16T11:08:56.475971Z digest=sha256:0a661cf4db5a8ceb47b8c2df680a45282b13239bdc974b624a8d4cd0fc6ae376

Observation 5a3f6047-7c2c-4cd8-89ec-cd1aec29d9d2 · outbound

This paper cites How much data is needed for channel knowledge map construction?.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach How much data is needed for channel knowledge map construction?

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.277519Z

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.

source=pdf_text observed=2026-08-16T11:08:56.491669Z digest=sha256:70425650140e86e2dffd34586f806568734d264742fb67c78bf0486749db3174

Observation f75aa078-1a79-41a8-939e-0611873bc8fe · outbound

This paper cites Kriging-based 3-D spectrum awareness for radio dynamic zones using aerial spectrum sensors,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.221196Z

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.

source=pdf_text observed=2026-08-16T11:08:56.565749Z digest=sha256:e5aa379cd362637226fe183f637b36895cc611e77b005e30e7778d4d5bf7cfac

Observation 6bbd2e7d-0d2f-4a53-867c-915407a9235d · outbound

This paper cites Ordinary Kriging interpolation for indoor 3D REM,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Ordinary Kriging interpolation for indoor 3D REM,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.183471Z

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.

source=pdf_text observed=2026-08-16T11:08:56.654921Z digest=sha256:0d228dc632a2e35798110dbdaa5905f22a4e3a3ec01ab31c152b532f997abd3c

Observation 3bb08544-cb87-4aa1-a147-f56e45bf3d2c · outbound

This paper cites Sionna: An Open-Source Library for Next-Generation Physical Layer Research.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-16T11:08:56.727330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:08:56.727330Z digest=sha256:c1be9f5af84a0390b48d5bdd64092d9bf47b083bbba827be4a8b7f20ad63e5ab

Observation 94b05819-138c-463c-bfa4-028b0faaeff3 · outbound

This paper cites Multi- resolution dynamic mode decomposition for foreground/background separation and object tracking,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.129760Z

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.

source=pdf_text observed=2026-08-16T11:08:56.733266Z digest=sha256:4c173045ca7add4725dbf0e2f051e728a7a58128c21464690e820c5917ddef1e

Observation 7713d066-1418-4100-94b9-5cd507ae6883 · outbound

This paper cites Compressed dynamic mode decomposition for background modeling,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Compressed dynamic mode decomposition for background modeling,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.067245Z

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.

source=pdf_text observed=2026-08-16T11:08:56.738462Z digest=sha256:94debb0fe8876093a7cce96418c4a490b9bb7d6298943df01b9a88632e608ace

Observation 9c4b7b4d-fc54-45b4-894a-06afb055a0ca · outbound

This paper cites An operator theoretic approach for analyzing sequence neural networks,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach An operator theoretic approach for analyzing sequence neural networks,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:59.003614Z

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.

source=pdf_text observed=2026-08-16T11:08:56.781184Z digest=sha256:83c5706ef279b2b1651a689f3cc3e7c8c981656d784b78571d3e583c42891b25

Observation a0318fec-bfca-4064-b0cb-efe5af0c6306 · outbound

This paper cites Operator is the Model.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Operator is the Model

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-16T11:08:56.834792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:08:56.834792Z digest=sha256:02453ad7f781c49a928f4e61180653d83aa2ec3d8122e03fd05a82308df74b2d

Observation ca418746-b119-47b7-8cab-919d367e2431 · outbound

This paper cites DLKoopman: A deep learning software package for Koopman theory,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach DLKoopman: A deep learning software package for Koopman theory,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.949138Z

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.

source=pdf_text observed=2026-08-16T11:08:56.882690Z digest=sha256:e7dcc88f153ec33695b6c087932021f24c22ead2205dcecbef5ba1fb5edb3f73

Observation bf7ea0d2-a756-418c-a709-9a619f1c16bb · outbound

This paper cites Explaining transformers through dynamical systems theory,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Explaining transformers through dynamical systems theory,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.905476Z

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.

source=pdf_text observed=2026-08-16T11:08:56.889333Z digest=sha256:2fa78924aed4bd17d4a05917f8f2d4b798cc14bebecbc40fe9a8c120d6df851a

Observation 48833ae2-d55e-4175-9406-3f7a4a7bc978 · outbound

This paper cites Generative AI on SpectrumNet: An open benchmark of multiband 3-D radio maps,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.850290Z

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.

source=pdf_text observed=2026-08-16T11:08:56.894469Z digest=sha256:9c5c234135c5032e09343773fffbd42dcb31c5d9da3feb0d0602d8f8ca40779c

Observation 7c8aaa3d-93fc-425d-8dbd-7c7f6807dd98 · outbound

This paper cites When generative AI meets semantic communication: Optimizing radio map construction and distribution in future mobile networks,.

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

Resolution
unresolved
no resolver link, observed 2026-08-16T11:08:56.914584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:08:56.914584Z digest=sha256:a95302881ff1c1ebf896fb8acf9a4ec5f47551d6189593e96ca65289a252634c

Observation d1675556-f7bc-4029-9576-4db74485a254 · outbound

This paper cites Physics-inspired machine learning for radiomap estimation: Integration of radio propagation models and artificial intelligence,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.789853Z

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.

source=pdf_text observed=2026-08-16T11:08:56.936835Z digest=sha256:b11533fb0439777caedf6d8791f56be31ff647c04146d3c33d3685b82d382b49

Observation 806a5f83-8835-466b-a632-802c14d7cfc7 · outbound

This paper cites Dynamic matrix completion based state estimation in distribution grids,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Dynamic matrix completion based state estimation in distribution grids,

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.669426Z

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.

source=pdf_text observed=2026-08-16T11:08:56.942216Z digest=sha256:b4f172ff7668ff25c63360a018f450bd3efb694176d77ec0e3aee7cdb02da68e

Observation 96905d66-f0e3-48d3-a60c-b89b3d6c48af · outbound

This paper cites Fast Kalman-like filtering for large- dimensional linear and Gaussian state-space models,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.584479Z

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.

source=pdf_text observed=2026-08-16T11:08:56.946838Z digest=sha256:eb49eb5725b86a728ba109af00349fe8e45356373498a7a2908ff5064f265a5f

Observation d63ae0c3-3a81-452e-84c7-9134c497089e · outbound

This paper cites Propagation map reconstruction via interpolation assisted matrix completion,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Propagation map reconstruction via interpolation assisted matrix completion,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.501423Z

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.

source=pdf_text observed=2026-08-16T11:08:57.013883Z digest=sha256:941aee82d85d12d21fee722e81f780872c03c99061548c2db95e6199e10083df

Observation 3ff0d8e6-6610-420e-8abe-fc16465ed950 · outbound

This paper cites Ns3 meets Sionna: Using Realistic Channels in Network Simulation.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Ns3 meets Sionna: Using Realistic Channels in Network Simulation

Reference 47

Resolution
unresolved
no resolver link, observed 2026-08-16T11:08:57.060859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T11:08:57.060859Z digest=sha256:1737254c2d1c76ec5447c2adc7748438d0b601021f3d92d578c6c7119a10c780

Observation c30ec087-6a37-4b66-95f0-bfdf5b783d40 · outbound

This paper cites PyDMD: Python Dynamic Mode Decomposition,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach PyDMD: Python Dynamic Mode Decomposition,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.410588Z

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.

source=pdf_text observed=2026-08-16T11:08:57.066320Z digest=sha256:86c65f29b9a9e235eef7ae333e5dd8fda40150870ee4704d3fd48286f7aae94e

Observation e891166c-4653-465c-a62b-6330878ce9ac · outbound

This paper cites Toward 5G NR high-precision indoor positioning via channel frequency response: A new paradigm and dataset generation method,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.235727Z

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.

source=pdf_text observed=2026-08-16T11:08:57.071554Z digest=sha256:dc50a7a490c10dc13bef712cd6dc150b587d14deb61c057f258e72c260b94847

Observation 66a6cbce-8af5-417f-8ce1-c526e348e044 · outbound

This paper cites Digital twin of the radio environment: A novel approach for anomaly detection in wireless networks,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:58.130606Z

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.

source=pdf_text observed=2026-08-16T11:08:57.156062Z digest=sha256:2270a057e03adc7175c3a5092fe79a70153166e48e720b60e8f6e3ba52f543ad

Observation 6f7b23c2-d41d-47bc-a1ce-a7c0490b218c · outbound

This paper cites Radio map-based spectrum sharing for joint communication and sensing,.

Lightweight and Self-Evolving Channel Twinning: An Ensemble DMD-Assisted Approach Radio map-based spectrum sharing for joint communication and sensing,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:57.966834Z

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.

source=pdf_text observed=2026-08-16T11:08:57.201017Z digest=sha256:a660da682d72bdb41cdba952b1b1adc3bc85637c28dff48cfd4cad048a801aee

Observation f987fdf5-1dba-4644-bf39-ac0d5f41f932 · outbound

This paper cites Network massive MIMO transmission over millimeter-wave and Terahertz bands: Mobility enhancement and blockage mitigation,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T11:08:57.816181Z

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.

source=pdf_text observed=2026-08-16T11:08:57.207461Z digest=sha256:bf4245328e0fc0a98f5b0d87df25889989ca225991589b1797a772161ac5735c

Pith citing papers

No inbound Pith citation observations are available.