Paper Citation Record · LEDGER

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks

As of 8 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2502.10027.

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

pith.paper-citation-record.v1
2502.10027 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T19:45:13.709800Z

measured 44 of 44 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

44 of 44 outbound references displayed

verified exact0
verified fuzzy34
unresolved10
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a9a61772-647e-4687-8699-32b77515050a · outbound

This paper cites Multi-Task Learning for Resource Allocation in Wireless Networks of Dynamic Dimensionality,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Multi-Task Learning for Resource Allocation in Wireless Networks of Dynamic Dimensionality,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.924405Z

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 174aa713-0301-4e6c-a194-71c975473bc5 · outbound

This paper cites Wireless Networks Design in the Era of Deep Learning: Model-Based, AI-Based, or Both?.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Wireless Networks Design in the Era of Deep Learning: Model-Based, AI-Based, or Both?

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.913387Z

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 83b73eec-c24c-4048-9280-bf2edc6eb65d · outbound

This paper cites Multiple access in the era of distributed computing and edge intelligence,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Multiple access in the era of distributed computing and edge intelligence,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.902658Z

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 380de927-a1d5-4b6a-abf5-71d3e2337ddf · outbound

This paper cites Model-Based Deep Learning,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Model-Based Deep Learning,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.891659Z

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 0d15ab62-1f07-4076-80cd-ac63a436e631 · outbound

This paper cites Predictive quality of service: The next frontier for fully autonomous systems,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Predictive quality of service: The next frontier for fully autonomous systems,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.859836Z

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 2f1d5220-2c19-4034-baff-a4f362fd1eed · outbound

This paper cites From Multilayer Perceptron to GPT: A Reflection on Deep Learning Research for Wireless Physical Layer.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks From Multilayer Perceptron to GPT: A Reflection on Deep Learning Research for Wireless Physical Layer

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.156744Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0e6b186-3548-4cac-b01d-664d268a03d3 · outbound

This paper cites Multi-Task Learning with Deep Neural Networks: A Survey.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Multi-Task Learning with Deep Neural Networks: A Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.161312Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 268dc46a-7103-4c01-872e-dddc87332d44 · outbound

This paper cites Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.165658Z

Source-reported events for the cited work

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Observation 41c3671a-e665-4c06-adbc-371e3babc206 · outbound

This paper cites Multi-task reinforcement learning with soft modularization,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Multi-task reinforcement learning with soft modularization,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.169786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf065fd0-e16c-4102-9f24-a7bbf6a711ea · outbound

This paper cites Once-for-All: Train One Network and Specialize it for Efficient Deployment.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Once-for-All: Train One Network and Specialize it for Efficient Deployment

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.173738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba51e558-6b32-4df6-9955-1d06b79253be · outbound

This paper cites Dynamic Neural Networks: A Survey,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Dynamic Neural Networks: A Survey,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.756055Z

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 b568a682-66ea-4704-9049-2635a47a6d5c · outbound

This paper cites Slimmable Neural Networks.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Slimmable Neural Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.181411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6e11b5-9488-463f-befe-506e241030d6 · outbound

This paper cites Learning to optimize: Training deep neural networks for wireless resource management,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Learning to optimize: Training deep neural networks for wireless resource management,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.643989Z

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 f3185893-46dc-47a6-8679-8ba8b14d97fe · outbound

This paper cites Deep Learning for Distributed Optimization: Applications to Wireless Resource Management,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Deep Learning for Distributed Optimization: Applications to Wireless Resource Management,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.546727Z

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 cd126c36-56dc-4389-b577-bcd4c7e6b1e8 · outbound

This paper cites Intelligent Resource Allocation in Wireless Communications Systems,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Intelligent Resource Allocation in Wireless Communications Systems,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.516363Z

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 ca1f86c1-0501-45dd-b729-e985d1da25d9 · outbound

This paper cites Online Deep Neural Network for Optimization in Wireless Communications,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Online Deep Neural Network for Optimization in Wireless Communications,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.505453Z

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 b965328b-91ba-4b00-8c10-dee6e85c3a60 · outbound

This paper cites Intelligent Over-the-Air Computing Environ- ment,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Intelligent Over-the-Air Computing Environ- ment,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.495063Z

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 6d73c21c-9e6e-4606-abce-0ab8170f4497 · outbound

This paper cites Meta-Learning for Wireless Communications: A Survey and a Comparison to GNNs,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Meta-Learning for Wireless Communications: A Survey and a Comparison to GNNs,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.484676Z

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 3a2765e1-531b-45d8-bdf7-e52009cea10b · outbound

This paper cites Modular Meta-Learning for Power Control via Random Edge Graph Neural Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Modular Meta-Learning for Power Control via Random Edge Graph Neural Networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.474295Z

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 a0a34203-0ecf-4781-8ca6-04025954a315 · outbound

This paper cites LoRa- RL: Deep Reinforcement Learning for Resource Management in Hybrid Energy LoRa Wireless Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks LoRa- RL: Deep Reinforcement Learning for Resource Management in Hybrid Energy LoRa Wireless Networks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.464534Z

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 5228d5fd-e3b5-4024-95eb-43cc81c75115 · outbound

This paper cites Resource Management in Wireless Networks via Multi-Agent Deep Reinforce- ment Learning,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Resource Management in Wireless Networks via Multi-Agent Deep Reinforce- ment Learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.453052Z

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 a8ebba51-1b46-4ab3-bddc-ac75f56af8f7 · outbound

This paper cites A Deep Learning based Resource Allocation Algorithm for Variable Dimensions in D2D-Enabled Cellular Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks A Deep Learning based Resource Allocation Algorithm for Variable Dimensions in D2D-Enabled Cellular Networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.442506Z

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 15838e24-3e17-45de-96d9-d8a4416c6319 · outbound

This paper cites An Overview on the Application of Graph Neural Networks in Wireless Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks An Overview on the Application of Graph Neural Networks in Wireless Networks,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.432454Z

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 3cce58ab-fc95-463b-9ab0-d9a17a1cd2f7 · outbound

This paper cites Optimal Wireless Resource Allocation With Random Edge Graph Neural Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Optimal Wireless Resource Allocation With Random Edge Graph Neural Networks,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.420747Z

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 39858fe7-8adf-4820-9bdc-3f8e611ebfac · outbound

This paper cites Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theo- retical Analysis,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Graph Neural Networks for Scalable Radio Resource Management: Architecture Design and Theo- retical Analysis,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.410689Z

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 91fb09f2-b88b-4c9c-a69d-a073cf7a7e4f · outbound

This paper cites Learning Decentralized Wireless Resource Allocations With Graph Neural Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Learning Decentralized Wireless Resource Allocations With Graph Neural Networks,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.382812Z

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 742ad696-efc7-4336-b7e8-328cbf12bd0d · outbound

This paper cites Learning Resilient Radio Resource Management Policies With Graph Neural Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Learning Resilient Radio Resource Management Policies With Graph Neural Networks,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.285947Z

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 47b8f7d7-679b-44d7-bcac-7f1bb7572ce1 · outbound

This paper cites Learning power allocation for multi-cell-multi-user systems with heterogeneous graph neural networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Learning power allocation for multi-cell-multi-user systems with heterogeneous graph neural networks,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.208462Z

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 a03cd253-54f5-4fca-9a32-bf0bf75f3fe5 · outbound

This paper cites Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Multi-task Self-supervised Graph Neural Networks Enable Stronger Task Generalization

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.657796Z

Source-reported events for the cited work

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Observation 64937b30-8456-4c58-bf8f-16a2ce7e7e5f · outbound

This paper cites All in One: Multi-Task Prompting for Graph Neural Networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks All in One: Multi-Task Prompting for Graph Neural Networks,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.661348Z

Source-reported events for the cited work

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Observation 201defb6-29b5-473e-94cf-039f896bf178 · outbound

This paper cites Evolutionary Multitasking With Dynamic Resource Allocating Strategy,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Evolutionary Multitasking With Dynamic Resource Allocating Strategy,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.114650Z

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 315e7e9f-60c4-46dc-9c36-48ade7330840 · outbound

This paper cites Towards Generalized Resource Allocation on Evolutionary Multitasking for Multi-Objective Optimization,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Towards Generalized Resource Allocation on Evolutionary Multitasking for Multi-Objective Optimization,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.103013Z

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 4c0a5a4b-0535-4f86-a75b-2245252127ff · outbound

This paper cites [a review on evolutionary multitask optimization: Trends and challenges],.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks [a review on evolutionary multitask optimization: Trends and challenges],

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.090308Z

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 252da8fe-da8c-4b5c-b95d-092cfcfa04de · outbound

This paper cites Adaptive Auxiliary Task Selection for Multitasking-Assisted Constrained Multi-Objective Optimization [Fea- ture],.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Adaptive Auxiliary Task Selection for Multitasking-Assisted Constrained Multi-Objective Optimization [Fea- ture],

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.077353Z

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 36125a92-71d7-4362-bab7-d42563f0edc8 · outbound

This paper cites Constrained Multiobjective Optimization via Multitasking and Knowledge Transfer,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Constrained Multiobjective Optimization via Multitasking and Knowledge Transfer,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.064555Z

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 02522baa-2ed9-4cfc-8f45-c0b5f195664c · outbound

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

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Un- derstanding O-RAN: Architecture, Interfaces, Algorithms, Security, and Research Challenges,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.052716Z

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 ec2b40f6-282d-4aad-a9ec-9b3459f282eb · outbound

This paper cites Learning to detect,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Learning to detect,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.040492Z

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 820a37a9-d4f7-47cb-bf9a-453bb07b0a5e · outbound

This paper cites Optnet: Differentiable optimization as a layer in neural networks,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Optnet: Differentiable optimization as a layer in neural networks,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.028562Z

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 18b7b235-2127-4e18-909a-1db1869fb371 · outbound

This paper cites Boyd and L.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Boyd and L

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.692320Z

Source-reported events for the cited work

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Observation 6f6e2026-fd2a-40f8-a310-9dc4b9c9b8d3 · outbound

This paper cites Confi- dence Aware Deep Learning Driven Wireless Resource Allocation in Shared Spectrum Bands,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Confi- dence Aware Deep Learning Driven Wireless Resource Allocation in Shared Spectrum Bands,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:14.010101Z

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 f1548fc2-cf06-4337-ad80-eadedc566a11 · outbound

This paper cites Proactive Resource Management for LTE in Unlicensed Spectrum: A Deep Learning Perspective,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks Proactive Resource Management for LTE in Unlicensed Spectrum: A Deep Learning Perspective,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:13.981855Z

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 9ed58c42-73d0-43cc-8ce0-3834bb124f3f · outbound

This paper cites 6g wireless networks: Vision, requirements, architecture, and key technologies,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks 6g wireless networks: Vision, requirements, architecture, and key technologies,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T19:45:13.703090Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3ddbd7d-801f-4641-a86a-310b692f1881 · outbound

This paper cites A review of Wi-Fi 6: The revolution of 6th generation Wi-Fi technology,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks A review of Wi-Fi 6: The revolution of 6th generation Wi-Fi technology,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:13.931135Z

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 89d594dd-be1f-4788-aa65-96fbced864f8 · outbound

This paper cites IEEE 802.11 be Wi-Fi 7: New challenges and opportunities,.

Heterogeneous Resource Allocation with Multi-task Learning for Wireless Networks IEEE 802.11 be Wi-Fi 7: New challenges and opportunities,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T19:45:13.872191Z

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

No inbound Pith citation observations are available.