Paper Citation Record · LEDGER

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks

As of 11 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2501.01584.

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

pith.paper-citation-record.v1
2501.01584 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:32:31.704515Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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

40 of 40 outbound references displayed

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verified fuzzy30
unresolved9
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f7711286-b021-4e2e-90fe-d8f3c8767be1 · outbound

This paper cites Stackelberg game bas ed performance optimization in digital twin assisted federat ed learning over NOMA networks,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Stackelberg game bas ed performance optimization in digital twin assisted federat ed learning over NOMA networks,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.329040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0a2db41e-6d54-49c8-9c83-39d83a07dfa3 · outbound

This paper cites Feder ated learning for 6G: Applications, challenges, and opportunit ies,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Feder ated learning for 6G: Applications, challenges, and opportunit ies,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.312751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 63b26af7-475a-4d0b-8f5c-36754dc35e47 · outbound

This paper cites Wireless communi cations for collaborative federated learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Wireless communi cations for collaborative federated learning,

Reference 3

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Observation be9000bf-13fe-41b8-a1a9-1f41d85baa41 · outbound

This paper cites Compu ta- tion ofﬂoading for edge-assisted federated learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Compu ta- tion ofﬂoading for edge-assisted federated learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.285772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 34c59fcc-c83b-42cd-9a17-39b558d5a207 · outbound

This paper cites Computation ofﬂoad ing and resource allocation based on DT-MEC-assisted federate d learning framework,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Computation ofﬂoad ing and resource allocation based on DT-MEC-assisted federate d learning framework,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.269832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b43e5faa-2265-47a4-a562-d82502dc5891 · outbound

This paper cites Digital twin networks: A su rvey,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Digital twin networks: A su rvey,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.253569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 85900c1e-1484-43d5-8676-60a660fb5809 · outbound

This paper cites Digital tw in-assisted federated learning service provisioning over mobile edge n etworks,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Digital tw in-assisted federated learning service provisioning over mobile edge n etworks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.238919Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 87074e79-842f-42b2-9905-fe84a1cc6e2c · outbound

This paper cites Dig ital twins- enabled federated learning in mobile networks: From the per spective of communication-assisted sensing,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Dig ital twins- enabled federated learning in mobile networks: From the per spective of communication-assisted sensing,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.223702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 37adc2b7-3ba9-498a-938d-a093f8f05cf9 · outbound

This paper cites Communication-efﬁcient federated learning for digital t win edge net- works in industrial IoT,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Communication-efﬁcient federated learning for digital t win edge net- works in industrial IoT,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.208431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a0a0713a-02cc-4f0d-9468-716413ba0304 · outbound

This paper cites Secrecy- driven energy minimization in federated-learning-assist ed marine digital twin networks,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Secrecy- driven energy minimization in federated-learning-assist ed marine digital twin networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.192785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 948bcac0-e74b-44eb-94ca-c7bfa59e6963 · outbound

This paper cites Ener gy efﬁcient digital twin with federated learning via non-orth ogonal multiple access transmission,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Ener gy efﬁcient digital twin with federated learning via non-orth ogonal multiple access transmission,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.176720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation affd3a6e-2d49-4f23-af45-b29758689eb6 · outbound

This paper cites Cloud-edge-client co llaborative learning in digital twin empowered mobile networks,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Cloud-edge-client co llaborative learning in digital twin empowered mobile networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.159596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e62d68da-6e57-49a7-9fa9-278ba3332c21 · outbound

This paper cites Resource allocati on based on digital twin-enabled federated learning framework in he terogeneous cellular network,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Resource allocati on based on digital twin-enabled federated learning framework in he terogeneous cellular network,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.143748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6466881c-fc7d-4a53-80f1-87553b4a2b22 · outbound

This paper cites Joint devi ce schedul- ing and resource allocation for latency constrained wirele ss federated learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Joint devi ce schedul- ing and resource allocation for latency constrained wirele ss federated learning,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.127950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d4c15896-ac70-4ae1-a3f3-9bfe422385b4 · outbound

This paper cites Joint m odel pruning and device selection for communication-efﬁcient f ederated edge learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Joint m odel pruning and device selection for communication-efﬁcient f ederated edge learning,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.111134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a6fd0302-ba97-4404-8e43-6c7487ea3f08 · outbound

This paper cites Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies

Reference 16

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Source-reported events for the cited work

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Observation b6fa732b-b22a-4eed-8fbe-bc2d7e4e7bbf · outbound

This paper cites Convergence Acceleration in Wireless Federated Learning: A Stackelberg Game Approach.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Convergence Acceleration in Wireless Federated Learning: A Stackelberg Game Approach

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:32:31.782096Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b25c817-4cac-4109-a212-4701abd09da2 · outbound

This paper cites Joint age-based client sele ction and resource allocation for communication-efﬁcient federate d learning over NOMA networks,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Joint age-based client sele ction and resource allocation for communication-efﬁcient federate d learning over NOMA networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.095877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation abc423e3-d62d-4da3-9e5e-3191e8e64dae · outbound

This paper cites Online-l earning- based fast-convergent and energy-efﬁcient device selecti on in federated edge learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Online-l earning- based fast-convergent and energy-efﬁcient device selecti on in federated edge learning,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.080613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b51b74d-854d-4f72-bddd-67f31837effd · outbound

This paper cites Fuzzy logic assisted client selection and energy-efﬁcient joint optimization for hierarchical federated learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Fuzzy logic assisted client selection and energy-efﬁcient joint optimization for hierarchical federated learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.064439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fcad2af5-e10a-4881-8a47-2ccdf40cc6cf · outbound

This paper cites Client selection and cost-efﬁcient joint optimization for NOMA-enabled hie rarchical federated learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Client selection and cost-efﬁcient joint optimization for NOMA-enabled hie rarchical federated learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.049032Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d6377712-4196-47d7-8886-62b3122e959e · outbound

This paper cites Processor design for por table systems,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Processor design for por table systems,

Reference 22

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Source-reported events for the cited work

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Observation 22207501-c7d0-4b99-ae4c-6c57ad5306f7 · outbound

This paper cites Computation ofﬂoa ding and resource allocation based on DT-MEC-assisted federate d learning framework,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Computation ofﬂoa ding and resource allocation based on DT-MEC-assisted federate d learning framework,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.023286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ec714aaf-e613-4783-860d-ec86ddc369eb · outbound

This paper cites Adaptive fe derated learning and digital twin for industrial internet of things ,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Adaptive fe derated learning and digital twin for industrial internet of things ,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:32.006523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 030a62cb-7951-452d-8d29-f665b714e580 · outbound

This paper cites A survey on non-orthogonal multiple access for 5 G networks: Research challenges and future trends,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks A survey on non-orthogonal multiple access for 5 G networks: Research challenges and future trends,

Reference 25

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Observation 5ab6f18c-7702-444f-b384-0265aecb5440 · outbound

This paper cites Integrating over-the- air federated learning and non-orthogonal multiple access : What role can RIS play?.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Integrating over-the- air federated learning and non-orthogonal multiple access : What role can RIS play?

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.981562Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 44e3c04a-8204-4d4f-8b6a-1b59b8f0126d · outbound

This paper cites Convergence tim e opti- mization for federated learning over wireless networks,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Convergence tim e opti- mization for federated learning over wireless networks,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.966580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ef547af3-221c-4df3-ac6c-5098e4c5e040 · outbound

This paper cites A learning-bas ed incentive mechanism for federated learning,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks A learning-bas ed incentive mechanism for federated learning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.950614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c7ff6049-1405-4ebf-9692-c4099e4c5b87 · outbound

This paper cites Modelling classiﬁcation perfo rmance for large data sets: An empirical study,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Modelling classiﬁcation perfo rmance for large data sets: An empirical study,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.935751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b9308cbf-6cc1-4e27-818f-2d439a32f872 · outbound

This paper cites Toward Understanding the Impact of Staleness in Distributed Machine Learning.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Toward Understanding the Impact of Staleness in Distributed Machine Learning

Reference 30

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Observation dfce53ff-e0eb-46fe-9db3-42375af03a85 · outbound

This paper cites Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Biscotti: A Ledger for Private and Secure Peer-to-Peer Machine Learning

Reference 31

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Source-reported events for the cited work

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Observation 9d287780-2c41-44a8-bb52-375cace69920 · outbound

This paper cites St ackelberg game of energy consumption and latency in MEC systems with NO MA,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks St ackelberg game of energy consumption and latency in MEC systems with NO MA,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.920858Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6cedd2f6-6afb-4b28-aafc-7896c8420564 · outbound

This paper cites Wireless federated learning (WFL) for 6G networks—part II: The compu te-then- transmit NOMA paradigm,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Wireless federated learning (WFL) for 6G networks—part II: The compu te-then- transmit NOMA paradigm,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.905797Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3a6472c7-eda1-4197-91d3-f039083c697d · outbound

This paper cites Joint optimization of tas k assignment and power allocation for NOMA-aided MEC systems,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Joint optimization of tas k assignment and power allocation for NOMA-aided MEC systems,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.891176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5f8ccdb3-5e9f-4725-a477-db5e69a8c50f · outbound

This paper cites Hybrid NOMA of ﬂoading in multi-user MEC networks,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Hybrid NOMA of ﬂoading in multi-user MEC networks,

Reference 35

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Observation 5ad71bb9-1b4e-4909-b017-992ba185fad3 · outbound

This paper cites Boyd and L.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Boyd and L

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T22:32:31.686269Z

Source-reported events for the cited work

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Observation 7bd32785-72ea-4798-a7ae-ed26fbb8f463 · outbound

This paper cites Energy-efﬁcie nt resource allocation in coordinated downlink multicell OFDMA system s,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Energy-efﬁcie nt resource allocation in coordinated downlink multicell OFDMA system s,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.855620Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e2f1efea-fd26-48a8-93e6-91bc0283d0c7 · outbound

This paper cites On nonlinear fractional programming,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks On nonlinear fractional programming,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T22:32:31.695372Z

Source-reported events for the cited work

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Observation effab0c9-bdca-4a7f-9cee-b268cd51397c · outbound

This paper cites Integrated resource managem ent for terrestrial-satellite systems,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Integrated resource managem ent for terrestrial-satellite systems,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.829726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a64e6fa-dedd-4d40-bca5-4b5b7651ffa7 · outbound

This paper cites Age-of-inform ation min- imization in federated learning based networks with non-II D dataset,.

Stackelberg Game Based Performance Optimization in Digital Twin Assisted Federated Learning over NOMA Networks Age-of-inform ation min- imization in federated learning based networks with non-II D dataset,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:32:31.814829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.