Paper Citation Record · LEDGER

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis

As of 7 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2603.00712.

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

pith.paper-citation-record.v1
2603.00712 v2

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T19:54:59.834213Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

37 of 37 outbound references displayed

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Outbound references

Observation 53424f54-4e3d-4da0-bf51-fe354e75e529 · outbound

This paper cites Distributed machine learning for wireless communication networks: Techn iques, architectures, and applications,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Distributed machine learning for wireless communication networks: Techn iques, architectures, and applications,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:54.673200Z

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Observation 99fb746a-494b-4283-b5be-961456d1efb7 · outbound

This paper cites ML- based radio resource management in 5G and beyond ne tworks: A survey,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis ML- based radio resource management in 5G and beyond ne tworks: A survey,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:54.730423Z

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Observation f86d2307-91c5-48d8-a2ae-168c5d258969 · outbound

This paper cites A comprehensive survey of machin e learning applied to resource allocation in wireless communic ations,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis A comprehensive survey of machin e learning applied to resource allocation in wireless communic ations,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:54.904182Z

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Observation e0b60936-1142-4bd2-8ab6-8714114b355d · outbound

This paper cites Resource allocation for twin maintenance and tas k processing in vehicular edge computing network,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Resource allocation for twin maintenance and tas k processing in vehicular edge computing network,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:55.077395Z

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Observation 2d51e197-1268-4799-a2f3-5677a6d61a49 · outbound

This paper cites Predicti on and qos enhancement in new generation cellular networks with mobile hos ts: A survey on different protocols and conventional/unconventional approaches,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Predicti on and qos enhancement in new generation cellular networks with mobile hos ts: A survey on different protocols and conventional/unconventional approaches,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:55.249815Z

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Observation 23843bbf-e909-45da-a538-fd5544e51934 · outbound

This paper cites Opportunistic quality of se rvice constrained scheduling algorithms for wireless networks,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Opportunistic quality of se rvice constrained scheduling algorithms for wireless networks,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:55.443642Z

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Observation e747fdaa-e879-420e-aee2-537e6acb68a6 · outbound

This paper cites C ross Layer Optimization Using AI/ML Assisted Federated Edge Le arning in 6G Networks,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis C ross Layer Optimization Using AI/ML Assisted Federated Edge Le arning in 6G Networks,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:55.584206Z

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Observation f983b2b0-f9b6-4a70-aa28-2d056b815957 · outbound

This paper cites Optimal classifier for an ML-assisted resource allocation i n wireless communications,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Optimal classifier for an ML-assisted resource allocation i n wireless communications,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:55.752793Z

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Observation 94420bf4-c746-4d6b-80f9-63e7c7b7821d · outbound

This paper cites O utage performance and novel loss function for an ML-assisted resource allocation: An exact analytical framework,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis O utage performance and novel loss function for an ML-assisted resource allocation: An exact analytical framework,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:55.918539Z

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Observation d48a4a2f-a725-49dc-8e60-c54ab92c142a · outbound

This paper cites ML- assisted resource allocation outage probability: Si mple, closed-Form approximations,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis ML- assisted resource allocation outage probability: Si mple, closed-Form approximations,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:56.071852Z

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Observation 459d799c-abaf-40fd-a0eb-e97c3760d340 · outbound

This paper cites A custom loss function for machine learning-based resource allocation policies,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis A custom loss function for machine learning-based resource allocation policies,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:56.167704Z

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Observation eca6b626-f773-4d4d-b6a6-0aee10a669ac · outbound

This paper cites To Trust or Not to Trust: On Calibration in ML-based Resource Allocation for Wireless Networks,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis To Trust or Not to Trust: On Calibration in ML-based Resource Allocation for Wireless Networks,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:56.332318Z

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Observation 22013eb0-a0f5-4882-98fd-13c6f9f2c8df · outbound

This paper cites Resource allocation with edge computing in IoT networks via machine learning,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Resource allocation with edge computing in IoT networks via machine learning,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:56.438336Z

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Observation 7b328c32-362d-4f9a-9de4-857dba42a807 · outbound

This paper cites Multiuser resource control with deep reinforcement learning i n IoT edge computing,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Multiuser resource control with deep reinforcement learning i n IoT edge computing,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:56.620297Z

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Observation 0bad902c-fe63-42d7-9144-9438ac781302 · outbound

This paper cites Toward Sustainable 6G Cellular System Core-Network-Level Traffic Aggre gation: An Empirical Study,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Toward Sustainable 6G Cellular System Core-Network-Level Traffic Aggre gation: An Empirical Study,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:56.728078Z

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Observation 03fb78a1-41a4-4cb7-956d-5fe5e9d599df · outbound

This paper cites THz Channels for Short-Range Mobile Networks: Multipath Channel Behavior and Human Body Shadowing Effects,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis THz Channels for Short-Range Mobile Networks: Multipath Channel Behavior and Human Body Shadowing Effects,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:56.896644Z

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Observation f848e9e6-8845-45f4-8bc4-2720256a5755 · outbound

This paper cites Joint Communications, Sensing, and Positioning in 6G Multi-Functional Satellite Systems: Survey an d Open Challenges,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Joint Communications, Sensing, and Positioning in 6G Multi-Functional Satellite Systems: Survey an d Open Challenges,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:57.006730Z

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Observation 6707ca60-7a71-414f-a38b-e65216210d4d · outbound

This paper cites Next-Generation Reconfigurable Antenna Systems for 6G: Challenges, Architectures, and Vision,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Next-Generation Reconfigurable Antenna Systems for 6G: Challenges, Architectures, and Vision,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:57.180666Z

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Observation a181ac67-39c4-4865-b572-2cff76decca1 · outbound

This paper cites Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Gradient-Based Multi-Objective Deep Learning: Algorithms, Theories, Applications, and Beyond

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:57.315865Z

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Observation ce4cda28-fdd4-4b36-87d7-418f8c7cb75a · outbound

This paper cites Strictly prope r scoring rules, prediction, and estimation,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Strictly prope r scoring rules, prediction, and estimation,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:57.473916Z

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Observation 7833e1a8-3925-4c68-9fa1-98067ef8455d · outbound

This paper cites an unresolved cited work.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:57.565153Z

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Observation 24c0dbc1-967c-439b-b303-da52ae5a693a · outbound

This paper cites Trivedi, Exploring Probability and Random Processes Using MATLAB®.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Trivedi, Exploring Probability and Random Processes Using MATLAB®

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:57.728439Z

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Observation 3c496d9f-1745-4d48-8bea-dcdddb291f12 · outbound

This paper cites Révész, The laws of large numbers.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Révész, The laws of large numbers

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:57.922964Z

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Observation 59ba0f76-bd1a-4f28-ad7a-326964dde44f · outbound

This paper cites Monte Carlo theory and practice,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Monte Carlo theory and practice,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:58.030169Z

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Observation 5ad2f3fa-0f91-4eec-8bdb-1fe1d0ac0c60 · outbound

This paper cites Root mean square error (RMSE) o r mean absolute error (MAE): When to use them or not,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Root mean square error (RMSE) o r mean absolute error (MAE): When to use them or not,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:58.199422Z

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Observation b1cf8b2c-e5aa-4db0-b3d4-91db1a77ac00 · outbound

This paper cites Evaluating performance of regr ession machine learning models using multiple error metrics in azure machin e learning studio,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Evaluating performance of regr ession machine learning models using multiple error metrics in azure machin e learning studio,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:58.322402Z

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Observation bce554fc-495a-46d0-9017-e48b422dfaf4 · outbound

This paper cites Enhancing brain stroke detection : A novel deep neural network with weighted binary cross entropy t raining,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Enhancing brain stroke detection : A novel deep neural network with weighted binary cross entropy t raining,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:58.460780Z

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Observation b15d2183-002a-4654-893c-e16d3b453a69 · outbound

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ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:58.587527Z

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Observation af0ea2d3-2d7d-449c-8d50-dfeb13207d7b · outbound

This paper cites A S urvey of Radio Resource Scheduling for 6G and Future Wireless Networks,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis A S urvey of Radio Resource Scheduling for 6G and Future Wireless Networks,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:58.746187Z

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Observation 5c1706de-fcd1-4504-b610-ae84edbe8aa5 · outbound

This paper cites Multi ‐objective strategy ‐based resource allocation and performance improvements in 5G and beyond wireless networks,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Multi ‐objective strategy ‐based resource allocation and performance improvements in 5G and beyond wireless networks,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:58.919424Z

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Observation 29259f17-183c-41b8-b7c9-d79ed556c631 · outbound

This paper cites Measurement-Based Non-Stationary Markov Tapped Delay Line Channel Model for 5G-Railways,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Measurement-Based Non-Stationary Markov Tapped Delay Line Channel Model for 5G-Railways,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:59.047777Z

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Observation 1a83fae8-6db7-41d4-b7d7-d617b9eb0130 · outbound

This paper cites Advanced Techniques for Chan nel Modeling, Estimation, and Resource Allocation Optimization in 5G/6G Wireless Communication Systems,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Advanced Techniques for Chan nel Modeling, Estimation, and Resource Allocation Optimization in 5G/6G Wireless Communication Systems,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:59.178731Z

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Observation 974d1e67-e494-40fa-b6e3-9a633a41bb84 · outbound

This paper cites Achievable rate with antenna size constraint: Shan non meets Chu and Bode,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Achievable rate with antenna size constraint: Shan non meets Chu and Bode,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:59.315108Z

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Observation 76793457-57ec-4fe9-9017-f496b1f0f97f · outbound

This paper cites Improving robustness using generated data,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Improving robustness using generated data,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:59.441232Z

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Observation 61949eb0-0728-4535-9582-54875e367149 · outbound

This paper cites xlstm: Extended long short-term memory,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis xlstm: Extended long short-term memory,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:59.569956Z

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Observation 4eccc1cc-4bd4-4bc3-8274-1b4b5fe09621 · outbound

This paper cites Th e role of activation function in CNN,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Th e role of activation function in CNN,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:59.709839Z

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Observation e57df904-dca7-45bd-9270-d863081ca3ce · outbound

This paper cites Understanding the adam optimization algorithm in machine learning,.

ML-Assisted Bulk Resource Allocation: Custom Outage-Based Loss Function and Reliability Analysis Understanding the adam optimization algorithm in machine learning,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T19:54:59.834213Z

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