Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:44:09.069227Z
Paper Citation Record · LEDGER
As of 15 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2507.18111.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:44:09.069227Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
44 of 44 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation b4ffba47-3831-4068-80c2-c7e8e5d418fe · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN write newline
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7835e38-4d1f-4c4a-9625-cee7df34c41a · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Federated deep reinforcement learning for open ran slicing in 6g networks
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 804cdbfa-37a4-43f7-a53c-89dc2fcbe06d · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Energy saving and traffic steering use case and testing by o-ran ric xapp/rapp multi-vendor interoperability
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0aaee55c-71dd-4b81-bfad-4f09dbff082d · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN A., Ksentini, A., and Bouaziz, M
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 21471594-5e8e-49b4-aafe-bf721f932e3a · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Scope: An open and softwarized prototyping platform for nextg systems
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 331bdcc8-7ffe-4573-9050-cc812c16b3ab · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Intelligence and learning in o-ran for data-driven nextg cellular networks
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8e38afd4-7bec-4592-b68f-09e72d817fdc · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Colosseum: Large-scale wireless experimentation through hardware-in-the-loop network emulation
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation dc457f42-d003-40f5-b92f-8da6582521f6 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN User access control in open radio access networks: A federated deep reinforcement learning approach
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5f680ae8-fa67-493c-84cc-7f55cdaeae6a · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Orchestran: Network automation through orchestrated intelligence in the open ran
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 133fecd6-7d74-445f-822a-fc511572cdac · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN E., Jemaa, S
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 825c39b5-6074-48f1-9a65-728721ced8f0 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Radio access network (ran) digital twins
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 862d8328-2d01-4cfe-83a3-ca6fbc4cd5d6 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Dynamic sdn-based radio access network slicing with deep reinforcement learning for urllc and embb services
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5a3496cd-2bd6-4374-80d9-cb8fbd92a003 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Learning based on graph: A joint interference coordination for cluster-wise distributed mu-mimo
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 94167ac5-ac74-4010-801a-53230f0592fc · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Gan-powered deep distributional reinforcement learning for resource management in network slicing
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7692a33d-b293-4927-8ec3-20e827e85f48 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Personalized cross-silo federated learning on non-iid data
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 12d12af9-4f6e-4c2d-b2b9-1e10b1bec42f · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN E., and Erol-Kantarci, M
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 51038bbc-477d-4d89-8f3c-ca41ccb4425d · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN and Iosifidis, G
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 70b3e45c-93e3-406e-80a2-b74b12e4b6bf · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Generative ai in mobile networks: a survey
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f9fa14d9-71fa-41aa-8316-3a42ff7e4e60 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN K., Lazaridis, P
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e17ac07b-b57a-44b9-ace5-a69efb3f43ad · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Programmable and Customized Intelligence for Traffic Steering in 5G Networks Using Open RAN Architectures
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7f8dd7a3-3e20-4b25-8cba-252eb9aa111d · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Session management for urllc in 5g open radio access network: A machine learning approach
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation e94be4d8-78b2-4d74-846d-4c19a7d98ef4 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 5d1db9db-b9e5-4b52-9ced-6a848f58bc95 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN B., and Abou-Zeid, H
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 75be1895-381a-4750-9e0f-3a666c4acf49 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN B., Quang, P
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fa5be63d-6335-40eb-a664-36793c3cf2d0 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN A., Veness, J., Bellemare, M
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a702cd6-bff6-4ef1-bd96-3fda7b1a7d17 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN K., Shah-Mansouri, V., Parsaeefard, S., and L \'o pez, O
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 7fc9b5ec-810d-406d-af98-7a17b528eb51 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN M., Abou-zeid, H., and Hassanein, H
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 92942bcd-f9f1-437b-8cef-b1da9e3b4d8e · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN S., Singh, S., Banerji, R., Reed, J
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation b5e170c2-0c18-4599-95b2-e0520ccb697c · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN O-RAN Architecture Description 10.0
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation ad9b67c9-ec2a-4b35-a13d-e96f8a5ba364 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN N., Tetzlaff, T., Nassar, M., Nikopour, H., and Talwar, S
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation faa741bd-6cbe-497d-96b2-abf7096f6429 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Understanding o-ran: Architecture, interfaces, algorithms, security, and research challenges
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 639b0dd3-46b6-4a02-8e33-e6b91eca59d3 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN F., Simeone, O., and Durisi, G
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 92f9d7af-04a6-4569-b7d3-4e80ab6a86c4 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Queue-Learning: A Reinforcement Learning Approach for Providing Quality of Service
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 59a404ba-160c-4648-91f6-6fc8c0961386 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN S., Demir, U., Stephenson, N., Soltani, N., Shah, V
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 04bf5e11-1bfd-49da-9709-d671049feb5d · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN On the specialization of fdrl agents for scalable and distributed 6g ran slicing orchestration
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 69de93e1-7ae0-4748-815e-b5b581caba40 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Unresolved cited work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation f0a0504d-f1b1-4a7c-817d-18fcd9ea69ef · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN K., and Radunovic, B
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 8e89000d-6db3-402a-8d7e-f9c3288d5b9b · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Research report on digital twin ran use cases, May 2024 b
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fdc0d8e7-cf29-41c2-a8a7-804c220fea40 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Federated deep reinforcement learning for the distributed control of nextg wireless networks
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 0f1d2bd2-c7a6-4d92-854b-340e6a580114 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Off-policy learning in contextual bandits for remote electrical tilt optimization
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation fa464990-ded6-4646-a556-eabb8db6b8a8 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN and Liyanage, M
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 2410e9b3-0775-4ba1-b4f5-bc675b98f794 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Dynamic ran slicing for service-oriented vehicular networks via constrained learning
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 08361a61-e9cf-4c26-bfd9-72cd74450e8f · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Machine Learning-based Early Attack Detection Using Open RAN Intelligent Controller
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
Observation 9c9e9a99-299b-42c5-b1ec-c25682cfcce8 · outbound
Percentile-Based Deep Reinforcement Learning and Reward Based Personalization For Delay Aware RAN Slicing in O-RAN Q., Chen, J., Cao, X., and Wu, D
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.
No inbound Pith citation observations are available.