Paper Citation Record · LEDGER

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

As of 8 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 2026-08-08T06:32:00.761636+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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: verified fuzzy; 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

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.

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 2026-08-08T06:32:00.761636+00:00.

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

Resolution: 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 2026-08-08T06:32:00.761636+00:00.

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 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.