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Paper Citation Record · LEDGER

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application

As of 18 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2507.19974.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.19974 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T13:57:22.441613Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

29 of 29 outbound references displayed

  • verified exact3
  • verified fuzzy22
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 65367548-1716-45b9-8b36-a81e6f4df5ae · outbound

This paper cites Wireless Environmental Information Theory: A New Paradigm towards 6G Online and Proactive Environment Intelligence Communication.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Wireless Environmental Information Theory: A New Paradigm towards 6G Online and Proactive Environment Intelligence Communication

Reference 1

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unresolved
no resolver link, observed 2026-08-06T13:57:20.482989Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:57:20.482989Z digest=sha256:90e2f2cb41291c0ab76eaefbf6dc954455ce7f4e2078de07a54154026888450d

Observation e20ecd1c-6d0e-420a-ad81-d2762b71bc55 · outbound

This paper cites 6G Channel Modeling: Requirement, Measurement, Methodology and Simulator.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application 6G Channel Modeling: Requirement, Measurement, Methodology and Simulator

Reference 2

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unresolved
no resolver link, observed 2026-08-06T13:57:20.555517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:57:20.555517Z digest=sha256:41768b336e3d17659aaa92da901f8835e23d94efaec445027fe3fb5450b5243a

Observation 5764e0d1-c809-418c-8433-ce0a66f29f90 · outbound

This paper cites Deep Reinforcement Learning for Stochastic Com- putation Offloading in Digital Twin Networks [J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Deep Reinforcement Learning for Stochastic Com- putation Offloading in Digital Twin Networks [J]

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:27.464739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:20.609248Z digest=sha256:62c17f45dc0c8bc6c7b45c02465233f991fda018d669748499a768527498c460

Observation 26455c5d-ebac-48e7-9fec-483925bde959 · outbound

This paper cites Multi- Frequency Channel Measurement in Smart Fac- tories: Comparative Analysis with 3GPP InF Scenarios[C]//2024 IEEE 100th Vehicular Tech- nology Conference (VTC2024-Fall).

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Multi- Frequency Channel Measurement in Smart Fac- tories: Comparative Analysis with 3GPP InF Scenarios[C]//2024 IEEE 100th Vehicular Tech- nology Conference (VTC2024-Fall)

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:27.448345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:20.682353Z digest=sha256:839b2a5fc9438dca819070635272c204b83b4c5077eb600fefa19c474ee62860

Observation b2697d3b-eb74-497b-a206-2c4957026c19 · outbound

This paper cites A Compre- hensive Survey on Resource Management in 6G Network Based on Internet of Things[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application A Compre- hensive Survey on Resource Management in 6G Network Based on Internet of Things[J]

Reference 5

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:27.425796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:20.762189Z digest=sha256:4f6cfb7989cb276eaea8f8c5101e5fc8eadfa2f31bc20ab5e899d686a5a5c2e4

Observation cc9b3776-6d31-4662-9e1b-58f4aa955299 · outbound

This paper cites Knowledge- Driven Resource Allocation for Wireless Net- works: A WMMSE Unrolled Graph Neural Net- work Approach[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Knowledge- Driven Resource Allocation for Wireless Net- works: A WMMSE Unrolled Graph Neural Net- work Approach[J]

Reference 6

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:27.407194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:20.810052Z digest=sha256:47cc05f170266fd00997c6ee54bf1c8a5d966d4db230f9c2e5ed267cc833ae9e

Observation 7969806a-2cbb-4555-a9b6-933c22aa8c12 · outbound

This paper cites Deep Reinforce- ment Learning Based Resource Allocation for V2V Communications[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Deep Reinforce- ment Learning Based Resource Allocation for V2V Communications[J]

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:57:27.391588Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:20.891684Z digest=sha256:181d6e8cfa62504aa7c07ec82c798104777e4419972f1f85dbd7e5c4b7e89cf8

Observation 25b48bc3-8a8a-488a-92db-968cb043e008 · outbound

This paper cites A Predic- tive 6G Network with Environment Sensing En- hancement: From Radio Wave Propagation Per- spective[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application A Predic- tive 6G Network with Environment Sensing En- hancement: From Radio Wave Propagation Per- spective[J]

Reference 8

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:27.328903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:20.947369Z digest=sha256:4b1c05ad61fbf7c6e0166b33bb899a9630927cde5259dd5ff80fefc982576d20

Observation 85ea6581-285b-4978-92f0-7056526c4802 · outbound

This paper cites Digital-Twin- Assisted Resource Allocation for Network Slic- ing in Industry 4.0 and Beyond Using Distributed Deep Reinforcement Learning[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Digital-Twin- Assisted Resource Allocation for Network Slic- ing in Industry 4.0 and Beyond Using Distributed Deep Reinforcement Learning[J]

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:27.034256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.034913Z digest=sha256:7a06252fb9a014dd7515c572b31c567d19d7fa03c78e06fc094e1ab6e72a6353

Observation 93def884-976c-4d2b-ac76-bba537bad2a8 · outbound

This paper cites Digital Twin Channel for 6G: Concepts, Architectures and Po- tential Applications[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Digital Twin Channel for 6G: Concepts, Architectures and Po- tential Applications[J]

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:26.827007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.096558Z digest=sha256:1179789164f2db5ba0cef664ec532d5ecda703af08b3f99c4b7593c21ac72d22

Observation b989fead-9f73-4802-b320-4896d8bb8de8 · outbound

This paper cites Data Aug- mentation for Predictive Digital Twin Channel: Learning Multi-domain Correlations by Convo- lutional TimeGAN[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Data Aug- mentation for Predictive Digital Twin Channel: Learning Multi-domain Correlations by Convo- lutional TimeGAN[J]

Reference 11

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:26.615573Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.189682Z digest=sha256:b5f05a3b185b0b942fcaeb33d6f9874b8dd42afdf0cacdc8a9cf3cc150493e8a

Observation be428738-deba-4ecb-b874-14ef3fc18fe4 · outbound

This paper cites SRCON: A Cata-driven Network Performance Cimulator for Real-world Wireless Networks[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application SRCON: A Cata-driven Network Performance Cimulator for Real-world Wireless Networks[J]

Reference 12

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:26.413937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.248645Z digest=sha256:2d8bc6fd7d9b18817918ce5ee7fdeb45cdf9f47b73d134c890b6cf193cd82d30

Observation 0eef8076-b9ae-406a-95cc-5205fbe5a548 · outbound

This paper cites Dig- ital Twin-Enhanced Deep Reinforcement Learn- ing for Resource Management in Networks Slic- ing[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Dig- ital Twin-Enhanced Deep Reinforcement Learn- ing for Resource Management in Networks Slic- ing[J]

Reference 13

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:26.188627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.340385Z digest=sha256:f1cf033ebd8ac762a528f7efe439cc3ee0631229cab0d69149fb2ecbffdd3a03

Observation 33564460-130c-4848-8d6a-0247efa4caa2 · outbound

This paper cites Computer Vision Aided mmWave Beam Alignment in V2X Com- munications[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Computer Vision Aided mmWave Beam Alignment in V2X Com- munications[J]

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:26.003593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.403366Z digest=sha256:55ab8eb690fd0a712ade94ebd51a869ccef4d6c9e8c61e6c1212079fa39a5ce3

Observation 21638cfd-ca8f-49a2-ac87-8ee36daa6614 · outbound

This paper cites Multi-user Matching and Resource Allocation in Vision Aided Communications[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Multi-user Matching and Resource Allocation in Vision Aided Communications[J]

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:25.813321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.457762Z digest=sha256:0365148a13989db0e701b3a85bd464db2115ec6bf69e59534b91928872ad7729

Observation 16ac6c1f-cb8a-4b16-9c82-57c8adbfb703 · outbound

This paper cites Toward Environment-aware 6G Communications via Channel Knowledge Map [J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Toward Environment-aware 6G Communications via Channel Knowledge Map [J]

Reference 16

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raw_fallback, observed 2026-08-06T13:57:25.564802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.524830Z digest=sha256:6afb01a43444d6c93ee6a4a612cf51d875f00d30f9e0689cd1165876a2265dd9

Observation 80cea37c-2b0f-499c-8781-9e10cefdf1af · outbound

This paper cites A Tutorial on Environment-aware Communications via Chan- nel Knowledge Map for 6G[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application A Tutorial on Environment-aware Communications via Chan- nel Knowledge Map for 6G[J]

Reference 17

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raw_fallback, observed 2026-08-06T13:57:25.351570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.579364Z digest=sha256:2c1bb5c2d0c052fe1a318e7085fd603147c8c98618790914b5090fb2d623ab28

Observation e7321671-d188-416c-85c2-402443ea922e · outbound

This paper cites Radio En- vironment Knowledge Pool for 6G Digital Twin Channel[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Radio En- vironment Knowledge Pool for 6G Digital Twin Channel[J]

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:25.082862Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.663970Z digest=sha256:521d145b485858d58f30a98186512f06de4f430f98488b864e41f55105565a4c

Observation fa5a7f61-266c-42c9-89e0-47bca9338fc6 · outbound

This paper cites BUPTCMCC-6G- DataAI+: A Generative Channel Dataset for 6G AI-air Interface Research[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application BUPTCMCC-6G- DataAI+: A Generative Channel Dataset for 6G AI-air Interface Research[J]

Reference 19

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raw_fallback, observed 2026-08-06T13:57:24.872218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.727270Z digest=sha256:36f59dd471c7fde44145c1b5a78c809721ef9ba45273c43e15f0fa2d58caa553

Observation de2cc6f3-031a-4208-969a-afd80dd0d210 · outbound

This paper cites Road to 6G Digital Twin Networks: Multi-Task Adaptive Ray-Tracing as a Key Enabler.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Road to 6G Digital Twin Networks: Multi-Task Adaptive Ray-Tracing as a Key Enabler

Reference 20

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verified exact
local_arxiv, observed 2026-08-06T13:57:23.131282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.787539Z digest=sha256:2714756fc01773dd8e10efc0f937af8468cb6517dd7d55338c36246748fa8298

Observation cc7efafb-67ef-4928-bf9d-3bf13a800845 · outbound

This paper cites Wireless Environment Information Sensing, Feature, Semantic, and Knowledge: Four Steps Towards 6G AI-Enabled Air Interface.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Wireless Environment Information Sensing, Feature, Semantic, and Knowledge: Four Steps Towards 6G AI-Enabled Air Interface

Reference 21

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verified exact
local_arxiv, observed 2026-08-06T13:57:22.900679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.880416Z digest=sha256:21cef85205f112f377eac555e22472150a6994fc1931ff64e0e107b9ed10516f

Observation 676442e3-c13b-4be7-946d-0b2046c9e0dd · outbound

This paper cites Envi- ronment Information-based Channel Prediction Method Assisted by Graph Neural Network[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Envi- ronment Information-based Channel Prediction Method Assisted by Graph Neural Network[J]

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:24.629579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:21.966637Z digest=sha256:e29ec2e4c55a50803a19da6945ec5e7c378f4394e2bef59572a8659345d3aaa5

Observation 2cecde9f-b249-4501-9b9d-9d89897c5273 · outbound

This paper cites Environ- ment Features-Based Model for Path Loss Pre- diction[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Environ- ment Features-Based Model for Path Loss Pre- diction[J]

Reference 23

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:24.398701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:22.037549Z digest=sha256:d3571876cc015b53d1d3d0d7a65a6838cf4c4138ef14169a98e54305194ccb09

Observation af4f39c0-792b-4638-91e6-2e1968ecdcbf · outbound

This paper cites How to De- fine the Propagation Environment Semantics and Its Application in Scatterer-Based Beam Predic- tion[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application How to De- fine the Propagation Environment Semantics and Its Application in Scatterer-Based Beam Predic- tion[J]

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-06T13:57:24.134460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:22.076973Z digest=sha256:e3b4cf3445223acaf0c4e62b5c21edd7bbeebb54522d14d1b55525eb4dc44c33

Observation 0e05c758-022f-4417-8c33-10053b5d050f · outbound

This paper cites Electromagnetic Wave Property Inspired Radio Environment Knowledge Construction and AI-based Verification for 6G Digital Twin Channel.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Electromagnetic Wave Property Inspired Radio Environment Knowledge Construction and AI-based Verification for 6G Digital Twin Channel

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-06T13:57:22.649873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:22.154929Z digest=sha256:21300caeba9effa6609a1fcd641fd01a731fdf135b35461222dc99be47d2bb5c

Observation 3839f0cf-d91b-4e74-9180-dc107c1863d9 · outbound

This paper cites ChannelGPT: A Large Model to Generate Digital Twin Channel for 6G Environment Intelligence.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application ChannelGPT: A Large Model to Generate Digital Twin Channel for 6G Environment Intelligence

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-06T13:57:22.229852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T13:57:22.229852Z digest=sha256:a54143b2a63e775d4ce2427bed8bb8de6818453809947b13cbfc3d7b0cd7f9d1

Observation f06ba2de-fb03-422f-a5eb-91adbd6130c7 · outbound

This paper cites Network Traffic Prediction Model Considering Road Traffic Pa- rameters Using Artificial Intelligence Methods in V ANET[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Network Traffic Prediction Model Considering Road Traffic Pa- rameters Using Artificial Intelligence Methods in V ANET[J]

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:57:23.790348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:22.313865Z digest=sha256:375bee9148189b27485f5c20c7977fbaa492fd7bec35c0578f213333f6e4bcbb

Observation 0c0fe5de-0d86-4d8f-915d-a438774a1ce3 · outbound

This paper cites an unresolved cited work.

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Unresolved cited work

Reference 28

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unresolved
raw_fallback, observed 2026-08-06T13:57:23.550093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:22.376361Z digest=sha256:28a8c9eb7650a840b4d56f2b2039322defd8a4f760b80a265af937dfecbcf3b6

Observation ac567371-a066-4f65-b8f1-c69ed31c8527 · outbound

This paper cites Can Wireless En- vironment Information Decrease Pilot Overhead: A Channel Prediction Example[J].

Digital Twin Channel-Enabled Online Resource Allocation for 6G: Principle, Architecture and Application Can Wireless En- vironment Information Decrease Pilot Overhead: A Channel Prediction Example[J]

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T13:57:23.396065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-06T13:57:22.441613Z digest=sha256:4b8286f148f1bdd972931a39fddaa332934562ce1d8a58e8d23c2d20971c0cb6

Pith citing papers

No inbound Pith citation observations are available.