Paper Citation Record · LEDGER

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN

As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2506.00167.

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

pith.paper-citation-record.v1
2506.00167 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:17:20.951470Z

measured 42 of 42 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 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

42 of 42 outbound references displayed

verified exact0
verified fuzzy29
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1efed2ff-7316-436e-9780-22242c736638 · outbound

This paper cites Cyrus: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Cyrus: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:26.976669Z

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 9885a6ca-d5dc-49f3-9ad6-7032bb799ebd · outbound

This paper cites aspx?specificationId=3107 (Last accessed: April 2024).

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN aspx?specificationId=3107 (Last accessed: April 2024)

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:26.861974Z

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 0700ce43-7de5-49d3-9ac1-decb95033f68 · outbound

This paper cites an unresolved cited work.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:17:26.754267Z

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 b616a04b-8fa3-466d-a80e-e6e6ffb4c8fe · outbound

This paper cites an unresolved cited work.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:17:26.642444Z

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 cd8c9a31-2e7d-4f77-b1be-c2e83119b448 · outbound

This paper cites an unresolved cited work.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:17:26.526015Z

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 f501d23d-94f9-4299-a4ee-40fa2a4e26e2 · outbound

This paper cites Joint Scheduling of URLLC and eMBB Traffic in 5G Wireless Networks,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Joint Scheduling of URLLC and eMBB Traffic in 5G Wireless Networks,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:26.411817Z

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 ee555198-0be5-43a0-853b-1c38a02a5489 · outbound

This paper cites an unresolved cited work.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:17:26.290141Z

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 1ce2d916-a331-445f-bf1d-9a6f02faffd6 · outbound

This paper cites Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:26.169321Z

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 87c73963-b5a8-4c38-9cfe-af75524b25f0 · outbound

This paper cites Intelli- gent Dynamic Resource Allocation and Puncturing for Next-Generation Wireless Networks,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Intelli- gent Dynamic Resource Allocation and Puncturing for Next-Generation Wireless Networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:26.045273Z

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 570d95eb-ce80-4bfd-929c-27657a94963b · outbound

This paper cites Intelligent Resource Management for eMBB and URLLC in 5G and Beyond Wireless Networks,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Intelligent Resource Management for eMBB and URLLC in 5G and Beyond Wireless Networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:25.886872Z

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 6acdae51-10ab-4084-aaca-02f11c33bcb9 · outbound

This paper cites Deep Rein- forcement Learning for URLLC data management on top of scheduled eMBB traffic,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Deep Rein- forcement Learning for URLLC data management on top of scheduled eMBB traffic,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:25.740959Z

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 c8272644-689b-4d2b-be66-a56b788f8246 · outbound

This paper cites A Deep-Reinforcement- Learning-Based Approach to Dynamic eMBB/URLLC Multiplexing in 5G NR,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN A Deep-Reinforcement- Learning-Based Approach to Dynamic eMBB/URLLC Multiplexing in 5G NR,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:25.588175Z

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 552a1b76-47ad-4029-9fdc-821f0f724601 · outbound

This paper cites Coexistence Mechanism Between eMBB and uRLLC in 5G Wireless Networks,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Coexistence Mechanism Between eMBB and uRLLC in 5G Wireless Networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:25.399494Z

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 18c946c1-da35-423e-8fb9-73fd1abf1791 · outbound

This paper cites eMBB-URLLC Resource Slicing: A Risk-Sensitive Approach,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN eMBB-URLLC Resource Slicing: A Risk-Sensitive Approach,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:25.238728Z

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 4a9a652e-143b-4d78-8a33-e6739d968d9b · outbound

This paper cites Joint Resource and Power Allocation for URLLC-eMBB Traffics Multiplexing in 6G Wireless Networks,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Joint Resource and Power Allocation for URLLC-eMBB Traffics Multiplexing in 6G Wireless Networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:25.067101Z

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 4b7355fb-b48f-42ba-a971-d048bb97703a · outbound

This paper cites A Downlink Puncturing Scheme for Simultaneous Trans- mission of URLLC and eMBB Traffic by Exploiting Data Similarity,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN A Downlink Puncturing Scheme for Simultaneous Trans- mission of URLLC and eMBB Traffic by Exploiting Data Similarity,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:24.861580Z

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 dbd76e9d-a6d4-4000-a100-105f4c3030f6 · outbound

This paper cites an unresolved cited work.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:17:24.699273Z

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 7c320ae1-4089-4b37-83d6-4f4e6fb0190f · outbound

This paper cites 2023), Available: https: //portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN 2023), Available: https: //portal.3gpp.org/desktopmodules/Specifications/SpecificationDetails

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:24.503392Z

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 426326fe-d7e6-4680-8085-01414435b571 · outbound

This paper cites On the error-correcting capabilities of low-complexity de- coded irregular LDPC codes,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN On the error-correcting capabilities of low-complexity de- coded irregular LDPC codes,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:24.315117Z

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 234d0275-9ea7-4e7a-9de4-4d4987d9e92f · outbound

This paper cites Design of Low-Density Parity Check Codes for 5G New Radio,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Design of Low-Density Parity Check Codes for 5G New Radio,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:24.093360Z

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 2c248e58-3514-4b1b-9d83-c51e40b66666 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Proximal Policy Optimization Algorithms

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T12:17:19.127463Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba48e546-7caf-4ff0-98aa-4ab4f19b1876 · outbound

This paper cites Power Control Based on Deep Reinforcement Learning for Spectrum Sharing,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Power Control Based on Deep Reinforcement Learning for Spectrum Sharing,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:23.884633Z

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 6951082d-4b43-4831-9733-644c84964e28 · outbound

This paper cites Continuous control with deep reinforcement learning.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Continuous control with deep reinforcement learning

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:17:19.266156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 096e73e5-e64b-4aa5-a83f-a6f1c164c5cb · outbound

This paper cites Deep Reinforcement Learning Based Resource Management for Multi-Access Edge Computing in Vehicular Networks,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Deep Reinforcement Learning Based Resource Management for Multi-Access Edge Computing in Vehicular Networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:23.734125Z

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 515ac196-0a7c-4a3a-acc6-05b97f093115 · outbound

This paper cites Addressing Function Approx- imation Error in Actor-Critic Methods,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Addressing Function Approx- imation Error in Actor-Critic Methods,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:23.581922Z

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 de564c3b-d47e-498a-b04f-eba8089c59f1 · outbound

This paper cites an unresolved cited work.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T12:17:19.560401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c53bd79e-1877-4b49-a2a3-3bbe9812943f · outbound

This paper cites On Information and Sufficiency,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN On Information and Sufficiency,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:23.441264Z

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 3b9c21bf-6103-4b29-a2a4-a29fa0f3d43a · outbound

This paper cites Efficient projections onto the l 1-ball for learning in high dimensions,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Efficient projections onto the l 1-ball for learning in high dimensions,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:23.177223Z

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 4030a96d-89d7-4925-b8ba-44f71fb9aea1 · outbound

This paper cites Generalized Iterative Scaling for Log- Linear Models,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Generalized Iterative Scaling for Log- Linear Models,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:22.919730Z

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 d5aca556-7d6d-46ce-8b2f-58c41511727d · outbound

This paper cites an unresolved cited work.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T12:17:22.668408Z

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 78338696-ee35-4f2c-8c5f-b9a11eb1c019 · outbound

This paper cites Curriculum learning,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Curriculum learning,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:22.482527Z

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 51064eb7-020f-4bf6-ab9a-a2f4d3c2d391 · outbound

This paper cites Automatic Curriculum Learning For Deep RL: A Short Survey,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Automatic Curriculum Learning For Deep RL: A Short Survey,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:22.308729Z

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 c07329f5-757c-4111-b82d-405e213aa1a5 · outbound

This paper cites Reverse Curricu- lum Generation for Reinforcement Learning,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Reverse Curricu- lum Generation for Reinforcement Learning,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:22.126613Z

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 aecb69c0-9a07-4ee1-a044-7eb3bdf97cbc · outbound

This paper cites 5G Toolbox Documentation,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN 5G Toolbox Documentation,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:21.947671Z

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 fa5d1c0b-ed58-45d5-a268-a492f68b09de · outbound

This paper cites TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN TensorFlow: Large-Scale Machine Learning on Heterogeneous Distributed Systems

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-07T12:17:20.397359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b298d05b-95ef-4bef-b6a0-a57cc3deab6f · outbound

This paper cites Rate Control for Communication Networks: Shadow Prices, Proportional Fairness and Stability,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Rate Control for Communication Networks: Shadow Prices, Proportional Fairness and Stability,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:21.767947Z

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 f0219dd8-ecb4-464f-b328-96c26ac0b5b0 · outbound

This paper cites cuDNN Developer Guide V9.1.0,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN cuDNN Developer Guide V9.1.0,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:21.546582Z

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 82f4337d-1856-4bd0-8d86-c02b8589c458 · outbound

This paper cites Auto-Encoding Variational Bayes.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Auto-Encoding Variational Bayes

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T12:17:20.649813Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d33917c0-6971-481c-9e2a-7b88909cd483 · outbound

This paper cites Low-Density Parity-Check Codes with Erasures and Puncturing,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Low-Density Parity-Check Codes with Erasures and Puncturing,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:21.399048Z

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 0c450d4c-6e5b-4b5b-8f18-2b155a663c6c · outbound

This paper cites Rectified Linear Units Improve Restricted Boltzmann Machines,.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Rectified Linear Units Improve Restricted Boltzmann Machines,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:17:21.220587Z

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 fa7f4b82-d9c9-4399-bdcf-5b13f3bc19b1 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Adam: A Method for Stochastic Optimization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:17:20.868347Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ded0a88d-0874-4679-b52f-c68bf1c83809 · outbound

This paper cites Accelerated Methods for Deep Reinforcement Learning.

Cyrus+: A DRL-based Puncturing Solution to URLLC/eMBB Multiplexing in O-RAN Accelerated Methods for Deep Reinforcement Learning

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T12:17:20.951470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.