Pith. sign in

Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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

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.

source=pdf_text observed=2026-08-07T11:09:12.698911Z digest=sha256:71cf0b4296f8fc4c92259d27c162645be1c0ab06edc00ae1af08e4bd8e83f299

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:12.736516Z digest=sha256:7b2de0384d80182e2830bbc027c4e3ed0df436715de07a42cdbfa84be55f7368

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:12.831813Z digest=sha256:eb8e5c0c8ff2740c2dc04349f06c345cd0ca6128f3849154d97b467f1548d63e

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

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

source=pdf_text observed=2026-08-07T11:09:12.909313Z digest=sha256:1e5a3dbc5c3b36c5bb276d2c4a625a376bdc7595e27cda3fb5e95fb9801e36b5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:12.955580Z digest=sha256:9f42dcdc561f51fe630336a916a6c53807acc0af88b067816d10a9b2bd4dc5ad

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.029252Z digest=sha256:c5dde2bf40bbac43e7b9d77a55f32535ab70879b74ab25fde2227cd6131990b3

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

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

source=pdf_text observed=2026-08-07T11:09:13.221072Z digest=sha256:b98002b86d809d2c1a6c6ad498b6ea361907c0181aa70b3a0cd1d11f085ea4b9

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

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

source=pdf_text observed=2026-08-07T11:09:13.312062Z digest=sha256:d9a1d098ce9096c386db7c403ecd71d17879ab9f335fccec2d3dcc1a00e7e943

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.404659Z digest=sha256:04413bbb527c187c305557883a06d4ee83718ec3308748afb98605abf5b70479

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.471679Z digest=sha256:720c93f78f74f56ebbcf56f09caa1cb8618ebeede685deb5708113ec0435a2c2

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.542360Z digest=sha256:57e1c199ac01018222b1614d406841eeb05fe0d6cba872781ed8304a0c2391f0

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.602671Z digest=sha256:7f632de6cc98c196033e42e288ffaadf99ffa206856c90743277dbd414a099cb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.787573Z digest=sha256:5a5082999cdeeabfad576eb3bd9c290b52c1f8343c0b36b0a3a52b3d61a83d0d

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.845928Z digest=sha256:ed947c432e748bc88e99befcd74012d39e25e514fc0188dc64137ab8024c6c2e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.909297Z digest=sha256:c7119330438db90d9c9c4bccbe1e084f972ef383aba2edbfc4a3de15714c15fb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:13.973124Z digest=sha256:493699e406eccb88a813f773dbb05c5617517f0d39e3a4ae26cfede0d9fda80c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.054886Z digest=sha256:a0f939873993fabdfc0e661201cb146714fd19d637114c6e692ca08de7fc7c9c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.140671Z digest=sha256:c91c15d46d59f3337c3c68f30229d3c74ba9e954be7e5f8b485c5a6c62d6a5ef

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.233076Z digest=sha256:3178b093a50785a951219a902634951de66ddd58f74e58122b91cad5f6d0af9f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.286241Z digest=sha256:c01c66cde229c5d3c57c83faf79ead626291988ca1592c6760d14300f243f9ae

Observation e4233401-c78d-4f0d-b7f3-ce1fb29b868f · 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 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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.335841Z digest=sha256:b87065fc9aa3b5bfb134018b2791eb0dac40ab608173c3072f65a6533935acdd

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.423050Z digest=sha256:68f4c095a81b9d2a4e48d8c1f00da48a6f73491e0db7ccc76ce8836a256eab6f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.535722Z digest=sha256:f3e2f346319c03fb1a8f7222a2390147f07579605210768b0747607fcb4b2782

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.623569Z digest=sha256:ad86bcb143446c88f1768892805edebe275f0f14f408d82c448c57a4fbcc8ad6

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

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T11:09:14.670214Z digest=sha256:647104203eec9db217fc42711046939683d7a8a90d64a7560270f67370c7f856

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.718769Z digest=sha256:71cde1959a516592440a0009887433938c4728a819e28fb73d53b57da14eb41b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.779604Z digest=sha256:2896d9e120394e7300bc98ba588828331573792550678736b40a4630bbc14e1c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:14.985651Z digest=sha256:af9b6454a052346aa22db22e92092f81ef6e30da8deadbcdd6896fcdc3e869e0

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:16.114645Z digest=sha256:c0a05280c545bcaa5969e69734616fd191747de2a365169ef97a03664ee38e5f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T11:09:16.963723Z digest=sha256:caf4b7a068969e27e2672902c6c46e0a37e97edd28b3d518b8084cb706cb24d6

Pith citing papers

No inbound Pith citation observations are available.