Paper Citation Record · LEDGER

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities

As of 22 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2511.19961.

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

pith.paper-citation-record.v1
2511.19961 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T20:26:58.216371Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

15 of 15 outbound references displayed

verified exact0
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 680098e5-ac85-4cc4-a550-3822987ea318 · outbound

This paper cites Toward 6G TKµextreme connectivity: Architecture, key technologies and experiments,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Toward 6G TKµextreme connectivity: Architecture, key technologies and experiments,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.029423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 919f7480-f234-48bf-a49d-715020ba3cb1 · outbound

This paper cites Resource allocation and inter-cell interference management for dual-access small cells,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Resource allocation and inter-cell interference management for dual-access small cells,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.101189Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21af749b-5345-46fb-bf47-d288d3fcf8be · outbound

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

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Single and multi-agent deep reinforcement learning for AI-enabled wireless networks: A tutorial,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.149557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bcb50395-09f2-4d3e-8c05-56b508b20f73 · outbound

This paper cites Edge learning for B5G networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Edge learning for B5G networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.155747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f74e516-f85c-41f1-81ae-f5bc13b1559c · outbound

This paper cites Wireless network digital twin for 6G: Generative AI as a key enabler,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Wireless network digital twin for 6G: Generative AI as a key enabler,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.161199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e6f1991-5da8-4d60-be33-9ba130316395 · outbound

This paper cites 6G digital twin networks: From theory to practice,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities 6G digital twin networks: From theory to practice,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.166955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 115d2e1d-4ef8-4662-ac20-9dc96b25916f · outbound

This paper cites A Bayesian framework for digital twin-based control, monitoring, and data collection in wireless systems,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities A Bayesian framework for digital twin-based control, monitoring, and data collection in wireless systems,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.183296Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0384c6a3-2d68-4a14-9da8-57b110773d0b · outbound

This paper cites Digital twin-enhanced deep reinforcement learning for resource management in network slicing,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Digital twin-enhanced deep reinforcement learning for resource management in network slicing,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.187876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90e2e955-702e-416a-a32a-0d07483be515 · outbound

This paper cites How to Bridge the Sim-to-Real Gap in Digital Twin-Aided Telecommunication Networks.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities How to Bridge the Sim-to-Real Gap in Digital Twin-Aided Telecommunication Networks

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.192661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c952776-2749-4d73-9393-622afaff4849 · outbound

This paper cites Deep learning-based modeling of 5G core control plane for 5G network digital twin,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Deep learning-based modeling of 5G core control plane for 5G network digital twin,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.198052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cb1726d-2626-4ef4-b4d4-6d9f15c13bed · outbound

This paper cites Internet of digital twin: Framework, applications and enabling technologies,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Internet of digital twin: Framework, applications and enabling technologies,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.202622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e82e7dad-8948-4b89-9508-129165bfa8c6 · outbound

This paper cites Digital twins: A survey on enabling technologies, challenges, trends and future prospects,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Digital twins: A survey on enabling technologies, challenges, trends and future prospects,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.207096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ca06d31-ea29-42da-a7d1-23eba0889227 · outbound

This paper cites Provable performance bounds for digital twin-driven reinforcement learning in wireless networks: A novel digital- twin bisimulation metric,.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Provable performance bounds for digital twin-driven reinforcement learning in wireless networks: A novel digital- twin bisimulation metric,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.211506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c3c0bdc-c89a-433f-973e-89094cb077ed · outbound

This paper cites Villani,Topics in Optimal Transportation.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Villani,Topics in Optimal Transportation

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.216371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8c3bb68-cf83-4ae7-bd18-551fc823cb91 · outbound

This paper cites Large Vision Model-Enhanced Digital Twin with Deep Reinforcement Learning for User Association and Load Balancing in Dynamic Wireless Networks.

Toward Trustworthy Digital Twins in AI Agent-based Wireless Network Optimization: Challenges, Solutions, and Opportunities Large Vision Model-Enhanced Digital Twin with Deep Reinforcement Learning for User Association and Load Balancing in Dynamic Wireless Networks

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-03T20:26:58.178718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.