Paper Citation Record · LEDGER

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network

As of 13 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2411.18329.

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

pith.paper-citation-record.v1
2411.18329 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T11:22:05.373600Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

16 of 16 outbound references displayed

verified exact1
verified fuzzy11
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e349b510-24e7-4328-82e0-228fc131bca4 · outbound

This paper cites Holistic network virtualization and pervasive network intelligence for 6G,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Holistic network virtualization and pervasive network intelligence for 6G,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.682587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3fa7f5c1-e123-442e-a1f9-a9c0f7a3edeb · outbound

This paper cites TC-PAA: Deep learning-enabled QoS enhancement scheme for cooperative internet of vehicles,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network TC-PAA: Deep learning-enabled QoS enhancement scheme for cooperative internet of vehicles,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.673331Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eb0144e9-175e-4ca1-8964-a6b778a090a6 · outbound

This paper cites Single and multi-agent deep reinforcement learning for AI-enabled wireless networks: A tutorial,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Single and multi-agent deep reinforcement learning for AI-enabled wireless networks: A tutorial,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.663299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cbc96dd8-c38b-446f-b3d9-70d1c23d1bd8 · outbound

This paper cites Two-timescale synchronization and migration for digital twin networks: A multi-agent deep reinforcement learning approach,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Two-timescale synchronization and migration for digital twin networks: A multi-agent deep reinforcement learning approach,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T11:22:05.336815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1400dfd-47bb-43a4-9eca-8d35946ad213 · outbound

This paper cites Digital twin based user-centric resource management for multicast short video streaming,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Digital twin based user-centric resource management for multicast short video streaming,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.655073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5222a014-4cd9-4169-a5f8-b0cd533e9c21 · outbound

This paper cites CyTFS: Cyber-twin fog system for delay-efficient task offloading in 6G mobile networks,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network CyTFS: Cyber-twin fog system for delay-efficient task offloading in 6G mobile networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.645894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dccf0cc5-b179-41b9-8e02-7e857ce18ad6 · outbound

This paper cites Age-of-Information and Energy Optimization in Digital Twin Edge Networks.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Age-of-Information and Energy Optimization in Digital Twin Edge Networks

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-12T11:22:05.524474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1732f89e-9420-47f2-afdf-268e48381d92 · outbound

This paper cites Class- incremental learning: A survey,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Class- incremental learning: A survey,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-12T11:22:05.349680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce2d6f2e-c847-4ee0-892c-c3aa5e58c3d1 · outbound

This paper cites Mobile user traffic generation via multi-scale hierarchical GAN,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Mobile user traffic generation via multi-scale hierarchical GAN,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.637691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a94ba16a-25e1-4ab5-8262-b686d0fda340 · outbound

This paper cites Adaptive split learning over energy-constrained wireless edge networks,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Adaptive split learning over energy-constrained wireless edge networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.629279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fe186497-b72f-4f82-9660-08368fbadb22 · outbound

This paper cites Adaptive digital twin-assisted 3C management for QoE-driven MSVS: A GAI-based DRL approach,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Adaptive digital twin-assisted 3C management for QoE-driven MSVS: A GAI-based DRL approach,

Reference 11

Resolution: metadata mismatch; raw_fallback, observed 2026-08-12T11:22:05.461870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4f9c8237-c815-4c7d-a8c1-eac78ac697e5 · outbound

This paper cites Boyd and L.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Boyd and L

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T11:22:05.361306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 840c4193-3b56-4a89-88f1-0b34d2cbc926 · outbound

This paper cites Ef- ficient IoV resource management through enhanced clustering, matching, and offloading in DT-enabled edge computing,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Ef- ficient IoV resource management through enhanced clustering, matching, and offloading in DT-enabled edge computing,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.615942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 079cb7cb-d027-4eb8-bc57-a5e609a6ba72 · outbound

This paper cites Deep reinforcement learning for collaborative edge computing in vehicular networks,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Deep reinforcement learning for collaborative edge computing in vehicular networks,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.605986Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 107c1149-dbde-4f46-87fb-daa40856b9a6 · outbound

This paper cites Krizhevsky, G.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Krizhevsky, G

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.596366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a93fee0b-4da9-44d1-a11e-091c21cd9070 · outbound

This paper cites Estimating training compute of deep learning models,.

Two-Timescale Digital Twin Assisted Model Interference and Retraining over Wireless Network Estimating training compute of deep learning models,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T11:22:05.587666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

No inbound Pith citation observations are available.