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Paper Citation Record · LEDGER

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

As of 17 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 2026-08-17T06:30:58.91139+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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.118493Z digest=sha256:5cf16106b4bf0b5ed67aa037f6a1b8460fc2068e900988e228165033b5e9ea95

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.157095Z digest=sha256:8d12ea7ec9e4f61f3d41ca2bcb322b438ef3faf3051fe8b9f918a20f0a0a0e29

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.199446Z digest=sha256:ea4b6aaeee86730bde52dec03703534ae9ef0aa94c7d7315f9956023a9e5ead8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.255318Z digest=sha256:f85bff4a48df529d02138533f918851c0c3d0571baf2682bc46d5e97bfd2d3a8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.261049Z digest=sha256:e09c478091a5a653cfbefbd82cf3ec42b4e12f47b488d8cefcd9695f1bb0b0f6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.334288Z digest=sha256:7dd1fcf0652e283600fe189058f66c5f09f31afd25b30ecf9074bb324a49a759

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.433410Z digest=sha256:2e2674538db349a82f8034a3f06721397b8e01370f4565f177b1163f362055c0

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.531460Z digest=sha256:813a2e7ea473f93e0a88aedafdd672cd44ce01c222372a67ce735174d036f735

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.557056Z digest=sha256:de4e7c4f5d890f637d83452b787f0a23eaef0d034973ee71fa81dbae606c5a91

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.634788Z digest=sha256:7c29370b4e6765b0bbe2b2a5a61b3ae0117541e6e008f9bf39cacb42a3e9d22b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.667754Z digest=sha256:6d7cd527872a85a8958aa3cd190fc07d65a731280004b46aaa54e98bb8e09552

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.701608Z digest=sha256:4e7f58f8c84fb4e3c9082373572e0c90531826ba235e06eb8928846ce0f06daa

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.762648Z digest=sha256:65a0be1259f29706850f8e040640832c47c6e8f34360ed8467f563579e219d18

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.768901Z digest=sha256:eacf59fb7fae015ad5542fe9b308cb3701a843d8601ab8620a4dfce89476c7a8

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.844875Z digest=sha256:9810b51cd151c709ab76582b0757c65b1c0206f320aeee46c08f59229132be9a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.919050Z digest=sha256:9b318193b2be522812b8786a88610df654176420bf2fbd9ede3bae4a881c8613

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:55.925532Z digest=sha256:2d1ebe25e4ba43da3d0ffc2e80194cf71035693c9cc888691e4ffc68e44fed4b

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.005306Z digest=sha256:c1ceff2a0fdbf23e10053ae75241c19ce7554bd6832ba972f47eb2efb51b141a

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.090144Z digest=sha256:90c067323eca659ad1a9dcee502ce985b0e042aa6d66e27f6317daeb40146adc

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.134167Z digest=sha256:7b45d91fade5468a0b3b2f5e9dcc393f49978254346edff50b208ff87fec9695

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.191599Z digest=sha256:c62916498e1fa85df7f8bfc3dc9ce7d1a622240abb2d657d8e4fe408bc9cb92c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.196786Z digest=sha256:ac8e8d4b74fc406bb91fcee082ec3569a0bf5ccff18914c74452a57fe8114cc3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.203228Z digest=sha256:4de9b26db6e278ec125518e3e896680c547981ec1daa215abea741110e63323c

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.295738Z digest=sha256:cd5e7d418dfb5b8f0cd67d19bd29b564ccbeecac0338dc195684a40f1e3ffc99

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.301574Z digest=sha256:0789b7f6be2aae16773058bc6aee2b33dca7874e5ea317180d3ee253f25561d7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.376641Z digest=sha256:c7336934b18c6b2b7c9e45537ae769109b53f5a59954784ddce4cb39ef87a454

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.383023Z digest=sha256:1de80e6b6e4f967f5c16ae2185d79088d03baef31c2150801e9f766f9a8f38df

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.418460Z digest=sha256:54df70f437b5173033727dde81e350bf454310ef529b495e0efd654813ea5e52

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.475971Z digest=sha256:9b19327a32dca16edbf66bd4a6316ae61ff557e625dfc19af9f1a62ec97f8e42

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.491669Z digest=sha256:700e0ba5b72c07b9798b87cf6563ede74ba66e2bff238298b8df01d959730a81

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.565749Z digest=sha256:c92b0e1e4cc4de6e789c7462ac571c451185f312321e1e0f82282b2d7d7a7eea

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.654921Z digest=sha256:7c9fa93540fc882f0de4b5cdba388ddbacf8f96c134856ee3120fdac7df18465

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.733266Z digest=sha256:c42732fd97c462bda526b77f6b7fbc04f0fd408c228d799f915851ab795e2647

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.738462Z digest=sha256:7b6a4100e3a1f4ee1ffdba5bd372f45cfc25045ea35c89138c06a4e81ba17f2d

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.781184Z digest=sha256:a2a567eff165e03514c95de995955b0ca4278cae1a72d869b430722329a41b0e

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.882690Z digest=sha256:cedafcb0fdff368364aace585f1d4a81a2e48eb4a4dabe3587515ad42fb9bfab

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.889333Z digest=sha256:18b1dbd1c364d71302145faee32f2ce40104159c6993f3836cea38d75493d601

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.894469Z digest=sha256:465cc7123b510799fbefa33bb98fa0d223a21b8a8f681e16d2f3fc01f5875eb3

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.936835Z digest=sha256:95a5526f32b97e8a48d3c454930dff9b7cc81d23c65eb358412cde2437c4f8e7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.942216Z digest=sha256:25fd21bc15017fb55464b8987eba0fd1537f082cfdee8813318058a422079b57

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:56.946838Z digest=sha256:ac10e1e7de1a80b1b65ccd6e5b0a93f6a379f35df023cfd57db4e678fdb221a6

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:57.013883Z digest=sha256:5a2d49e047428347acd76a9c19f10e126e06afcc00a16f200674a56c13faa6b7

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:57.066320Z digest=sha256:e9bb731b94b58d3640db382aea4bbe2938f0ce0b2c9b56adfb6ecba542f35207

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:57.071554Z digest=sha256:7d47da3a35e94a8fb6155e9a2aec239335bbb29d43da7a970d61006a5c097e88

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:57.156062Z digest=sha256:42b1fa9a4f9efb9145cc1c506c467f484324f9aa2462a4bed215d386ecacb0bf

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:57.201017Z digest=sha256:59b0f07168d2fab807e488cecffe32ee53287216ce5da4d616ba396c65c2e6e2

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 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-08-16T11:08:57.207461Z digest=sha256:f47e3584e0e799ab6a2e04f883ac5f73c087c99da694de2141548792fb7c2dfc

Pith citing papers

No inbound Pith citation observations are available.