Paper Citation Record · LEDGER

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks

As of 19 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2506.03508.

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

pith.paper-citation-record.v1
2506.03508 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:09:16.963723Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

30 of 30 outbound references displayed

verified exact1
verified fuzzy25
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 269eb5f8-9723-4d06-80fd-d14a5c0adaaa · outbound

This paper cites Online Collaborative Resource Allocation and Task Offloading for Multi-access Edge Computing.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Online Collaborative Resource Allocation and Task Offloading for Multi-access Edge Computing

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:09:12.698911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7d9d880-35fc-41a0-adfc-462ad797edb9 · outbound

This paper cites 5G network planning under service and EMF constraints: Formulation and solutions,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks 5G network planning under service and EMF constraints: Formulation and solutions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:22.291891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7bf6c409-3175-4cdd-91be-bd31f65af187 · outbound

This paper cites A Lyapunov-Based Approach to Join t Optimiza- tion of Resource Allocation and 3-D Trajectory for Solar-Powered UA V MEC Sy stems,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks A Lyapunov-Based Approach to Join t Optimiza- tion of Resource Allocation and 3-D Trajectory for Solar-Powered UA V MEC Sy stems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:21.991489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ad3f2bb2-0cea-4947-91ae-0e88714f5b52 · outbound

This paper cites Stackelberg Game-Based Deployment Design and Radio Re- source Allocation in Coordinated UA Vs-Assisted Vehicular Communication Networks,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Stackelberg Game-Based Deployment Design and Radio Re- source Allocation in Coordinated UA Vs-Assisted Vehicular Communication Networks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:21.702585Z

Source-reported events for the cited work

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Observation 02e6ec30-5e9b-40bd-b424-e6edcad55db1 · outbound

This paper cites Online Worker Sc heduling for Maximizing Long-Term Utility in Crowdsourcing with Unknown Quality ,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Online Worker Sc heduling for Maximizing Long-Term Utility in Crowdsourcing with Unknown Quality ,

Reference 5

Resolution: verified exact; doi, observed 2026-08-07T11:09:17.129880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8325c97e-bf9e-4670-90b9-bb3807ac037b · outbound

This paper cites Online mobile micro-task all ocation in spa- tial crowdsourcing,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Online mobile micro-task all ocation in spa- tial crowdsourcing,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:21.477004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 90f6f0ee-020a-4737-a4f4-7a154138886d · outbound

This paper cites A data-driven multiobj ective optimization framework for hyperdense 5G network planning,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks A data-driven multiobj ective optimization framework for hyperdense 5G network planning,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:21.173996Z

Source-reported events for the cited work

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Observation 477a36e7-f600-40bc-bbd5-0cae3c8e8332 · outbound

This paper cites Single and Multi-Agent Deep Reinforcement Le arning for AI- Enabled Wireless Networks: A Tutorial,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Single and Multi-Agent Deep Reinforcement Le arning for AI- Enabled Wireless Networks: A Tutorial,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:20.922243Z

Source-reported events for the cited work

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Observation 6dda9bbb-8861-400a-9d4d-d21192b3300e · outbound

This paper cites A DR L strategy for optimal resource allocation along with 3D trajectory dynamics in UA V-ME C network,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks A DR L strategy for optimal resource allocation along with 3D trajectory dynamics in UA V-ME C network,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:20.664930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ca02bf42-7d1f-4cf8-a799-eac9e522db39 · outbound

This paper cites Crowd Foraging: A QoS-Oriented Self-Or ganized Mobile Crowdsourcing Framework Over Opportunistic Networks,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Crowd Foraging: A QoS-Oriented Self-Or ganized Mobile Crowdsourcing Framework Over Opportunistic Networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:20.400925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4d3f2def-7390-4685-b83f-b4263729e1f6 · outbound

This paper cites Location-and-Preference Joint P rediction for Task Assign- ment in Spatial Crowdsourcing,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Location-and-Preference Joint P rediction for Task Assign- ment in Spatial Crowdsourcing,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:20.197642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation eed98c26-2130-4d0f-9c62-43b25a61f73a · outbound

This paper cites Crowdsour cing Upon Learning: Energy-Aware Dispatch With Guarantee for Video Analytics,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Crowdsour cing Upon Learning: Energy-Aware Dispatch With Guarantee for Video Analytics,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:20.011008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation db253940-9c2c-4f67-b56e-af9417c2aa3d · outbound

This paper cites A Novel Energy Eﬃciency Metric for Next-Generation Green Wireless Communication Network Design,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks A Novel Energy Eﬃciency Metric for Next-Generation Green Wireless Communication Network Design,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:19.517523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 63d5a393-dd05-4262-bdd6-939343a5825e · outbound

This paper cites Crawdad srfg/lte-4g-highway-drive-tests-salzburg,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Crawdad srfg/lte-4g-highway-drive-tests-salzburg,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:19.311242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 28a9455a-2c69-4ae3-b52c-2193679d3135 · outbound

This paper cites an unresolved cited work.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:09:19.093277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 401c2420-56b4-472e-9691-f2454520ec16 · outbound

This paper cites Hydrodynamic models of traﬃc ﬂow: Drivers’ behaviour and nonlinear diﬀusion,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Hydrodynamic models of traﬃc ﬂow: Drivers’ behaviour and nonlinear diﬀusion,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:18.883018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation fafd0e8b-2d23-4e34-8e0b-fbb3991bc267 · outbound

This paper cites Macroscopic simulation model for free way traﬃc with jams and stop-start waves,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Macroscopic simulation model for free way traﬃc with jams and stop-start waves,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:18.752089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 130786d0-e1d4-4e9e-869b-0e1ef3c558f4 · outbound

This paper cites Microscopic traﬃc simulation usi ng sumo,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Microscopic traﬃc simulation usi ng sumo,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:18.612246Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d9da520b-2a09-4e53-8ff2-3f7bb5fe2d4f · outbound

This paper cites On the vanishing and exploding gradient probl em in gated recurrent units,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks On the vanishing and exploding gradient probl em in gated recurrent units,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:18.489040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 27c71f60-258e-43f0-9f12-581001bdec3b · outbound

This paper cites Openstreetm ap: Challenges and opportunities in machine learning and remote sensing,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Openstreetm ap: Challenges and opportunities in machine learning and remote sensing,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:18.364964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e4233401-c78d-4f0d-b7f3-ce1fb29b868f · outbound

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A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:09:18.239010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation bf87fa2c-c349-4a8f-9b68-abfe2e4584f1 · outbound

This paper cites Manning and H.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Manning and H

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:18.126514Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 057d21cf-76ce-4ab6-bc3c-239c8c4cedd5 · outbound

This paper cites IREE Oriented Gree n 6G Networks: A Radial Basis Function Based Approach,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks IREE Oriented Gree n 6G Networks: A Radial Basis Function Based Approach,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:19.764009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a6a06024-66b1-4af9-aaa8-e395283c04ac · outbound

This paper cites A multi-scale analysis of 27,000 urban street networks: Eve ry US city, town, urban- ized area, and Zillow neighborhood,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks A multi-scale analysis of 27,000 urban street networks: Eve ry US city, town, urban- ized area, and Zillow neighborhood,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:17.960544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ded13646-2c7a-41d3-a0bf-452c539a291c · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Semi-Supervised Classification with Graph Convolutional Networks

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:09:14.670214Z

Source-reported events for the cited work

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Observation 0afc7265-7b1b-4ed0-bc8b-53ca5172b07c · outbound

This paper cites FourierGNN: Rethinking multivariate time series forecasting from a pure graph p erspective,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks FourierGNN: Rethinking multivariate time series forecasting from a pure graph p erspective,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:17.822458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e8d887a8-bbf4-46f9-9ffa-0204c4393007 · outbound

This paper cites Multigrid on GPU: Tackling power grid analysis on paral lel SIMT platforms,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Multigrid on GPU: Tackling power grid analysis on paral lel SIMT platforms,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:17.690134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 7cae033f-eeca-4c5d-9289-286cca8e918f · outbound

This paper cites What will 5G be?.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks What will 5G be?

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:17.558572Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation af68feb0-1dfc-40cf-a2bc-6ae79e2906f7 · outbound

This paper cites Neely, Stochastic network optimization with application to communi cation and queueing sys- tems.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Neely, Stochastic network optimization with application to communi cation and queueing sys- tems

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:17.420947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b8434fd1-7f74-4689-a687-04d461dfd526 · outbound

This paper cites Fedformer: Frequen cy enhanced de- composed transformer for long-term series forecasting,.

A Model-Data Dual-Driven Resource Allocation Scheme for IREE Oriented 6G Networks Fedformer: Frequen cy enhanced de- composed transformer for long-term series forecasting,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:09:17.282022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

No inbound Pith citation observations are available.