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Paper Citation Record · LEDGER

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks

As of 19 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2608.07392.

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

pith.paper-citation-record.v1
2608.07392 v1

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T05:20:17.997110Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+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

43 of 43 outbound references displayed

  • verified exact2
  • verified fuzzy39
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 11669e0f-808c-4b9b-a8ed-b6be62ad918f · outbound

This paper cites Pyramid: Enabling hierarchical neural networks with edge computing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Pyramid: Enabling hierarchical neural networks with edge computing,

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation c2c91e8a-c967-4ae1-8f0d-bcaa9bbee38f · outbound

This paper cites A distributed hierarchical deep computation model for federated learning in edge computing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks A distributed hierarchical deep computation model for federated learning in edge computing,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.584758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation a2cab828-e8e6-4e01-8f01-852aecb9b672 · outbound

This paper cites Vision-language models for edge networks: A comprehensive survey,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Vision-language models for edge networks: A comprehensive survey,

Reference 3

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation faf2f514-1908-46df-80fb-b8a5adbfea4f · outbound

This paper cites Tri-ring: Asynchronous service provisioning with online learning in edge cloud networks,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Tri-ring: Asynchronous service provisioning with online learning in edge cloud networks,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.560817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.860482Z digest=sha256:ba09d9b6ea9c81f774ee92b6d9846f021fe9312545dcef7ff0691c266e8292d3

Observation 80dd9c6f-8660-4c6d-abe3-1d1553ed0956 · outbound

This paper cites Freshness-aware inference services in edge computing via offloading or local processing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Freshness-aware inference services in edge computing via offloading or local processing,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.549421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.864544Z digest=sha256:a63e8a09f303999080bb4f8be25ddfd7b0f3ef576562b2f5eea82371802a7d02

Observation 02fed9b6-dd7d-417e-9291-a074054f9b0c · outbound

This paper cites Efficient coordination of federated learning and inference offloading at the edge: A proactive optimization paradigm,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Efficient coordination of federated learning and inference offloading at the edge: A proactive optimization paradigm,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.538789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.868464Z digest=sha256:8e1d9bfbe966e39c92ff0928d5f02891063068bfbda7afebaf387dff1dfb13f7

Observation 87b80223-c2af-4209-a81e-e413451102db · outbound

This paper cites Efficient online dnn inference with continuous learning in edge computing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Efficient online dnn inference with continuous learning in edge computing,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.528272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.872683Z digest=sha256:58bcc67d120dfb9a35d23d75d12402667fbe9d6589147c65439d390ecf42e7b8

Observation 7e25f095-d389-4213-af28-3061a89ea7b7 · outbound

This paper cites Joint optimization of model retraining and inference services in dt-assisted edge computing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Joint optimization of model retraining and inference services in dt-assisted edge computing,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.517566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.876349Z digest=sha256:86080be6202e38f7d23f1659acdf22a9797556aede6f1a8c2c61a6d8bcc2c8a5

Observation 3ec80c97-ff51-452f-aaae-fb80da0091ab · outbound

This paper cites Digital twin-enabled service provisioning in edge computing via continual learning,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Digital twin-enabled service provisioning in edge computing via continual learning,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.507133Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.879733Z digest=sha256:a87b9d1e3d9a39a031a804be398d8e0fb5b9c4b963e40372da0bfa6be59c76c8

Observation 7fc6a673-5fd0-45ac-af68-0f5a059883a0 · outbound

This paper cites Adaptive on-device model update for responsive video analytics in adverse environments,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Adaptive on-device model update for responsive video analytics in adverse environments,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.496685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.883143Z digest=sha256:58c70e845342d895e347c7add7607aafb4cbe4514bde8c44deda956f23a57c26

Observation 460fa540-393d-4ce0-9d8e-3883dea2bda2 · outbound

This paper cites Joint optimization of model deployment for freshness-sensitive task assignment in edge intelligence,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Joint optimization of model deployment for freshness-sensitive task assignment in edge intelligence,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.486211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.886529Z digest=sha256:5ec37edaba271496109e29597717a83603602eff79ae65c4742a412dc91d6041

Observation 44d4ef63-de2a-4a2a-a981-a7848bf92fcd · outbound

This paper cites Federated Learning While Providing Model as a Service: Joint Training and Inference Optimization.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Federated Learning While Providing Model as a Service: Joint Training and Inference Optimization

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-10T05:20:18.188440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.889748Z digest=sha256:5da4bb54395a8854f9f5acf41e4ed457a4c110f16c16d257eb21b284715b0231

Observation 3f571da2-fa9a-4742-88de-50b83ffbc05a · outbound

This paper cites Inference service fidelity maximization in dt-assisted edge computing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Inference service fidelity maximization in dt-assisted edge computing,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.475844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.893661Z digest=sha256:e77154cd4723d637c8141cf05123a22f92c994e38f647232cdc7baed261b3cd8

Observation 539369d0-0b7b-465b-b02b-5438e1bcf2ee · outbound

This paper cites Aoi-aware inference services in edge computing via digital twin network slicing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Aoi-aware inference services in edge computing via digital twin network slicing,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.465006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.897120Z digest=sha256:bf46e8ab29927082e3340f5d97d0dc9f3b74053cd95fdb6c65bdfd26e814f36b

Observation 0a1dc4f3-ede8-484c-b660-e813c031d106 · outbound

This paper cites Fidelity-aware inference services in dt-assisted edge computing via service model retraining,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Fidelity-aware inference services in dt-assisted edge computing via service model retraining,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.454930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.900432Z digest=sha256:89f01de0a6f42f7d3c56d5a9244bf9d3b551bb4eefd6c3713fcfa96c387709ed

Observation 7babe8d2-1e0c-4b1d-8310-c0f810c5b409 · outbound

This paper cites Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Online Resource Allocation for Edge Intelligence with Colocated Model Retraining and Inference

Reference 16

Resolution
verified exact
local_arxiv, observed 2026-08-10T05:20:18.173506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.903843Z digest=sha256:d92f1d632e08443070bb674ea7bb8aded2d3a8fc716257df84f6528d02588ebf

Observation 84734ea6-d6df-4d7a-b44a-d2ca8268e939 · outbound

This paper cites Digital twin-based task-driven resource management in intelligent uav swarms,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Digital twin-based task-driven resource management in intelligent uav swarms,

Reference 17

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 86a5d29a-8b6f-417b-98f7-b36feabd6175 · outbound

This paper cites Energy-efficient and accuracy-aware dnn inference with iot device-edge collaboration,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Energy-efficient and accuracy-aware dnn inference with iot device-edge collaboration,

Reference 18

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.911214Z digest=sha256:4b9dae93ad6630c53b3b976b459eb63db4fc1b738f48367f881716e59b4c20d0

Observation 43d22fc9-086f-4fad-9a53-28e9a839dd8f · outbound

This paper cites Cost-Effective Retraining of Machine Learning Models.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Cost-Effective Retraining of Machine Learning Models

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-10T05:20:17.914520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T05:20:17.914520Z digest=sha256:58af9f333c859699f2da9af848aee0b1939b56db2883dfac58a04ee45e0d452c

Observation 668833eb-bba5-443b-91c3-d6dc813dfa1c · outbound

This paper cites Age of information under periodic updating: Time-dependent statistical characteristics,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Age of information under periodic updating: Time-dependent statistical characteristics,

Reference 20

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.424726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.918227Z digest=sha256:6c006caf8ea035fdbade1ec30bf5c5488f46137aa8f3670a5f5aa159930d05b8

Observation f9db7d1b-f8cf-41cf-83b0-d0cddf6a79a6 · outbound

This paper cites Aoi minimization in status update control with energy harvesting sensors,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Aoi minimization in status update control with energy harvesting sensors,

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.414423Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation cb96bbab-d8a3-496d-b7c3-bbea72995bff · outbound

This paper cites Aoi minimization for wsn data col- lection with periodic updating scheme,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Aoi minimization for wsn data col- lection with periodic updating scheme,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.404637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation fcfa28c4-f906-4cb1-af50-1796b3b60703 · outbound

This paper cites Efficient information updates in compute- first networking via reinforcement learning with joint aoi and voi,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Efficient information updates in compute- first networking via reinforcement learning with joint aoi and voi,

Reference 23

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 728574a5-e483-4823-8913-26c0a88c941c · outbound

This paper cites How important is periodic model update in recommender system?.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks How important is periodic model update in recommender system?

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.384769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 37be049e-d849-41e7-bc9f-f663528cc9da · outbound

This paper cites From offline to periodic adaptation for pose-based shoplifting detection in real-world retail security,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks From offline to periodic adaptation for pose-based shoplifting detection in real-world retail security,

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.374875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.935649Z digest=sha256:7ca6d509623e996f7ab9c9f4df5c908270306fcb690b4c099ea462f82c16a46b

Observation 91199b54-3b6e-4293-a824-9c2a9e75824d · outbound

This paper cites Edgeta: Neuron-grained scaling of foundation models in edge-side retraining,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Edgeta: Neuron-grained scaling of foundation models in edge-side retraining,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.365145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation 286d20b2-2861-48c7-b63a-77235f7f1f20 · outbound

This paper cites Fedquad: Adaptive layer-wise lora de- ployment and activation quantization for federated fine-tuning,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Fedquad: Adaptive layer-wise lora de- ployment and activation quantization for federated fine-tuning,

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.355283Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

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Observation b1d6e29c-39a8-4e39-b461-6724af6e8825 · outbound

This paper cites Semantic utility loss of information for energy efficient semantic status update communications,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Semantic utility loss of information for energy efficient semantic status update communications,

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.345002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.945789Z digest=sha256:f8c28e9f28b052e1baafe6393cd54dc446053a8b63d56e356c0b9b4cfdd3220b

Observation e6021ba1-5c71-40ed-8490-cbccf0505ef2 · outbound

This paper cites Semantic data sourcing for 6g edge intelligence,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Semantic data sourcing for 6g edge intelligence,

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.335206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.949402Z digest=sha256:def4b1828eef450243acd2e6221d49577ffbf0a78f1671bd09c4c127c70bf8b8

Observation 9683e395-ca0e-4409-a622-2faa77cd1abf · outbound

This paper cites Robust semantic communications with masked vq-vae enabled codebook,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Robust semantic communications with masked vq-vae enabled codebook,

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.325526Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.952840Z digest=sha256:2ed4a80fc5e726061b7b52552b948042c5e74179347e4f73dffd99b9923c327b

Observation 7a06853a-8f60-4a03-8297-5ab1ad479351 · outbound

This paper cites Wireless resource management in in- telligent semantic communication networks,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Wireless resource management in in- telligent semantic communication networks,

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.316116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.956290Z digest=sha256:a54da029ba99d6f3ed0ff4a27cce3213d653e56e0ea147b78c78e2bbeba69702

Observation 5dc57671-dd6b-4e1b-89a5-0e5067fcab02 · outbound

This paper cites Performance optimization of energy efficient semantic communications over wireless networks,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Performance optimization of energy efficient semantic communications over wireless networks,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.306206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.959648Z digest=sha256:ca535e6058a24f5294288478a68781b5c4f2612240624f1bed2d088988510996

Observation bcad037d-c841-4311-99b1-c54f8064d6f1 · outbound

This paper cites Task-oriented multi-user semantic communications,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Task-oriented multi-user semantic communications,

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.296086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.962941Z digest=sha256:f7fd12e352c8c920a07ba6427d3860dd8d7d9f7f1bf2690b99a354615a709563

Observation e820308a-12a0-4807-bde3-f4d69a1e8409 · outbound

This paper cites Drl-based resource allocation and trajectory planning for noma-enabled multi-uav collaborative caching 6g network,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Drl-based resource allocation and trajectory planning for noma-enabled multi-uav collaborative caching 6g network,

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.285208Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.966256Z digest=sha256:d10d5fbb13bff464d5637d7f4b1dce75b72cd43f0c1e827c51fa5d10c87e63d3

Observation a5169b3b-0df4-4353-bed1-d7ed8bfd07cd · outbound

This paper cites Joint trajectory optimization and resource allocation in uav-mec systems: A lyapunov-assisted drl ap- proach,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Joint trajectory optimization and resource allocation in uav-mec systems: A lyapunov-assisted drl ap- proach,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.274793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.969676Z digest=sha256:0635488fa24a274149c761a2f94e3c4b8c74604adb1b85c778f6e35730e5334a

Observation d1ba49b8-6b1a-4ca7-8da9-24dfd59c8576 · outbound

This paper cites Joint optimization of trajectory control, resource allocation, and user association based on drl for multi-fixed- wing uav networks,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Joint optimization of trajectory control, resource allocation, and user association based on drl for multi-fixed- wing uav networks,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.264238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.973013Z digest=sha256:7aeb43a0674cbb9aff48445ac2098f82544e33f3c6be350da598f8fcb93a5f11

Observation fcaa5975-4bfa-4b65-bf73-e64cb14e0696 · outbound

This paper cites Drl-based trajectory optimization and computation-aware resource allocation for uav-assisted edge computing networks,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Drl-based trajectory optimization and computation-aware resource allocation for uav-assisted edge computing networks,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.253320Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.976683Z digest=sha256:843d96c4d4ae46f573031ea921fef189c87daf0f2b7b23bd3621e35d66cdce73

Observation f5b4c1a9-b343-4825-9013-3c32f5167c86 · outbound

This paper cites Trajectory design and resource alloca- tion for multi-uav networks: Deep reinforcement learning approaches,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Trajectory design and resource alloca- tion for multi-uav networks: Deep reinforcement learning approaches,

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.243106Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.980014Z digest=sha256:8a767f1c686efb5344808639da65ac788a8dda5a64a7baf6190ecfe5d5363cb2

Observation 55f461c8-ca6e-4e10-bfe2-07831da3daec · outbound

This paper cites Deep reinforcement learning based resource allocation and trajectory planning in integrated sensing and communications uav network,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Deep reinforcement learning based resource allocation and trajectory planning in integrated sensing and communications uav network,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.232547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.983445Z digest=sha256:c91249b4c440d474f057b0b4209da347d41e8192bbdde1f809fd20143a11d1e0

Observation 1d755e6f-5f39-4acc-a437-deae5e7fbe68 · outbound

This paper cites Deep reinforcement learning based trajec- tory design and resource allocation for uav-assisted communications,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Deep reinforcement learning based trajec- tory design and resource allocation for uav-assisted communications,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.221093Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.986931Z digest=sha256:d4dbb64a2dd6334e6701750ef2427a0b84bff7737eb3c0ed8a1a3787944a21e4

Observation 937e6a35-0e96-4a34-87b9-72856d815e73 · outbound

This paper cites Joint uav placement optimization, resource allocation, and computation offloading for thz band: A drl approach,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Joint uav placement optimization, resource allocation, and computation offloading for thz band: A drl approach,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.210185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.990344Z digest=sha256:0f6059d0e4c7335a9fb66c1d1fe46688f2663c75c3cd28a9bc16dee4f8cf0ce6

Observation 1bcc3800-b455-406d-923a-58bd2ae072cd · outbound

This paper cites A novel lyapunov based dynamic resource allocation for uavs-assisted edge computing,.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks A novel lyapunov based dynamic resource allocation for uavs-assisted edge computing,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-10T05:20:18.199187Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-10T05:20:17.993782Z digest=sha256:1e0fe7ec89389897ed2e0fdd2268a3bfb3e6ee479467917d7ca45a697af50cf1

Observation fe0e3228-2362-4c1d-aaa2-73201ec8dff3 · outbound

This paper cites Crawdad data set epfl/mobility (v. 2009-02-24),.

LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Crawdad data set epfl/mobility (v. 2009-02-24),

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-10T05:20:17.997110Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-10T05:20:17.997110Z digest=sha256:8ae725a3d8ae7a9e2acc59aa45a4fb44d44c7ca19fc437ef37e4c02def5c3adb

Pith citing papers

No inbound Pith citation observations are available.