Paper Citation Record · LEDGER

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks

As of 8 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 2 inbound Pith citation observations for arXiv:2507.09124.

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

pith.paper-citation-record.v1
2507.09124 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T18:10:14.991942Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-19T16:54:58.406395Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-19T16:57:40.190043Z

Reference resolution

29 of 29 outbound references displayed

verified exact1
verified fuzzy24
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e4967411-1655-4b03-a016-7ac31325d26b · outbound

This paper cites Under- standing O-RAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Under- standing O-RAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:18.750718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3d55c670-a0ba-4bfb-a6f5-79c232b007c7 · outbound

This paper cites Dynamic AI-Driven Network Slicing with O-RAN for Continuous Connectivity in Connected Vehicles and Onboard Consumer Electronics,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Dynamic AI-Driven Network Slicing with O-RAN for Continuous Connectivity in Connected Vehicles and Onboard Consumer Electronics,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:18.529084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bdca2082-8f2f-44c1-accf-8a86967d062d · outbound

This paper cites AI-RAN Alliance Vision and Mission White Paper,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks AI-RAN Alliance Vision and Mission White Paper,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:18.379934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1a8ba714-59b4-47c0-83cd-58550d08fc92 · outbound

This paper cites Integrating AI/ML in Open-RAN: Overcoming Challenges and Seizing Opportunities,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Integrating AI/ML in Open-RAN: Overcoming Challenges and Seizing Opportunities,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:18.270960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d0248f8d-71fd-444e-a257-de4044df59ce · outbound

This paper cites The Interplay of AI-and-RAN: Dynamic Resource Allocation for Converged 6G Platform,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks The Interplay of AI-and-RAN: Dynamic Resource Allocation for Converged 6G Platform,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T18:10:13.710575Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1da8d114-1ee8-4622-939c-5f4aaf8a9335 · outbound

This paper cites Enhancing vehicular networks with hierarchical O-RAN slicing and federated DRL,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Enhancing vehicular networks with hierarchical O-RAN slicing and federated DRL,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:18.127962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 202865f6-eb51-4ef9-a428-ef238911180b · outbound

This paper cites Artificial Intelligence-Defined Wireless Networking for Computational Offloading and Resource Allocation in Edge Computing Networks,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Artificial Intelligence-Defined Wireless Networking for Computational Offloading and Resource Allocation in Edge Computing Networks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:17.986917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 45a41217-90f0-40b5-895a-91677d9becea · outbound

This paper cites A Distributed Control Plane Architecture for Handover Management in MEC-enabled Vehicular Networks,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks A Distributed Control Plane Architecture for Handover Management in MEC-enabled Vehicular Networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:17.806870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2ba68d5b-eab5-4f96-9c88-32b992db7b6a · outbound

This paper cites Toward Sustainable O-RAN Deployment: An In- Depth Analysis of Power Consumption,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Toward Sustainable O-RAN Deployment: An In- Depth Analysis of Power Consumption,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:17.697579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 414154e9-096b-4cad-915e-802172be3e2e · outbound

This paper cites Meta Reinforcement Learning Approach for Adaptive Resource Optimization in O-RAN.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Meta Reinforcement Learning Approach for Adaptive Resource Optimization in O-RAN

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-06T18:10:15.163855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 542fb8de-6b3f-4950-9440-2f5ea2931334 · outbound

This paper cites Adaptive Resource Allo- cation for Virtualized Base Stations in O-RAN with Online Learning,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Adaptive Resource Allo- cation for Virtualized Base Stations in O-RAN with Online Learning,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:17.528853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 147fabcf-43d6-4369-91fe-e90c50603a69 · outbound

This paper cites Open AI Cellular (OAIC): An Open Source 5G O-RAN Testbed for Design and Testing of AI-Based RAN Management Algorithms,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Open AI Cellular (OAIC): An Open Source 5G O-RAN Testbed for Design and Testing of AI-Based RAN Management Algorithms,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:17.373105Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ca8830a6-2d98-47dc-872c-99b07ff75f0e · outbound

This paper cites An Open, Programmable, Multi-Vendor 5G O-RAN Testbed with NVIDIA ARC and OpenAirInterface,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks An Open, Programmable, Multi-Vendor 5G O-RAN Testbed with NVIDIA ARC and OpenAirInterface,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:17.211663Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b9a966fd-4799-4d8f-abac-4d1932f9663c · outbound

This paper cites The OpenAir- Interface 5G New Radio Implementation: Current Status and Roadmap,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks The OpenAir- Interface 5G New Radio Implementation: Current Status and Roadmap,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:16.964431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fbf35562-38c9-48a7-b78d-588e00c2d1d4 · outbound

This paper cites ColO- RAN: Developing Machine Learning-Based xApps for Open RAN Closed-Loop Control on Programmable Experimental Platforms,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks ColO- RAN: Developing Machine Learning-Based xApps for Open RAN Closed-Loop Control on Programmable Experimental Platforms,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:16.830759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d17a6b9e-1d3f-4302-a291-eeb3e4ac1cf0 · outbound

This paper cites Federated Deep Rein- forcement Learning for Resource Allocation in O-RAN Slicing,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Federated Deep Rein- forcement Learning for Resource Allocation in O-RAN Slicing,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:16.731700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation a405807f-cefc-4d9b-a347-7e6a5da703b2 · outbound

This paper cites Open RAN LSTM Traffic Prediction and Slice Management using Deep Reinforcement Learning,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Open RAN LSTM Traffic Prediction and Slice Management using Deep Reinforcement Learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:16.525210Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 848e6d45-9e0e-43c7-aa5d-5c3800cd64a4 · outbound

This paper cites Delay-Sensitive Resource Allocation for IoT Systems in 5G O-RAN Networks,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Delay-Sensitive Resource Allocation for IoT Systems in 5G O-RAN Networks,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:16.382447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c3388bd6-ff0f-4ad8-972f-9bd0debfb16b · outbound

This paper cites Actor-Critic Network for O-RAN Resource Allocation: xApp Design, Deployment, and Analysis,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Actor-Critic Network for O-RAN Resource Allocation: xApp Design, Deployment, and Analysis,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:16.230873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bfb82f91-bb47-4749-a063-5ac91e9f9f72 · outbound

This paper cites REAL: Re- inforcement Learning-Enabled xApps for Experimental Closed-Loop Optimization in O-RAN with OSC RIC and srsRAN,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks REAL: Re- inforcement Learning-Enabled xApps for Experimental Closed-Loop Optimization in O-RAN with OSC RIC and srsRAN,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T18:10:14.677485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05f0fe8d-267d-48d0-a463-8395b4c1ebad · outbound

This paper cites Peer- to-Peer Federated Learning Based Anomaly Detection for Open Radio Access Networks,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Peer- to-Peer Federated Learning Based Anomaly Detection for Open Radio Access Networks,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:16.074552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d1661313-087b-420c-a792-74d0ac533ed7 · outbound

This paper cites Mitigating xApp conflicts for efficient network slicing in 6G O-RAN: a graph convolutional-based attention network approach.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Mitigating xApp conflicts for efficient network slicing in 6G O-RAN: a graph convolutional-based attention network approach

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-06T18:10:14.749361Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f1f057f-a982-41de-9ca8-a0b2147827dc · outbound

This paper cites Federated Learning for Anomaly Detection in Open RAN: Security Architecture Within a Digital Twin,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Federated Learning for Anomaly Detection in Open RAN: Security Architecture Within a Digital Twin,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:15.940489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e11d220f-c788-476a-88c2-c389b8370dc2 · outbound

This paper cites an unresolved cited work.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-06T18:10:15.828530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b579960f-7ece-4385-814c-83301681b243 · outbound

This paper cites LLM-xApp: A Large Language Model Empowered Radio Resource Management xApp for 5G O-RAN,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks LLM-xApp: A Large Language Model Empowered Radio Resource Management xApp for 5G O-RAN,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:15.645717Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eb8d4549-3404-4355-9396-d21927e2005d · outbound

This paper cites NVIDIA Multi-Instance GPU User Guide,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks NVIDIA Multi-Instance GPU User Guide,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:15.536534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation df3e3e3f-628f-4662-ba94-d285695f49cb · outbound

This paper cites Federated-time-series-forecasting,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Federated-time-series-forecasting,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:15.460289Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation eae5bfc1-2cf7-4ad4-bfec-fe678b407667 · outbound

This paper cites Federated Learning for 5G Base Station Traffic Forecasting,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks Federated Learning for 5G Base Station Traffic Forecasting,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:15.380880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cb2b4bdd-2f3c-4b23-aad0-9b03445ec2b4 · outbound

This paper cites How ACK Edge Solves Challenges in Elasticity for LLM Inference Services,.

Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks How ACK Edge Solves Challenges in Elasticity for LLM Inference Services,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T18:10:15.307519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

Observation dc5d22c8-d1d4-4443-924c-dd4de915429e · inbound

A Techno-Economic Framework for Cost Modeling and Revenue Opportunities in Open and Programmable AI-RAN cites this paper.

A Techno-Economic Framework for Cost Modeling and Revenue Opportunities in Open and Programmable AI-RAN Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-14T00:43:32.063962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0ad7f3eb-2545-4483-b2ae-525510efbb52 · inbound

A Techno-Economic Framework for Cost Modeling and Revenue Opportunities in Open and Programmable AI-RAN cites this paper.

A Techno-Economic Framework for Cost Modeling and Revenue Opportunities in Open and Programmable AI-RAN Proactive AI-and-RAN Workload Orchestration in O-RAN Architectures for 6G Networks

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-19T16:57:40.191812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.