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Paper Citation Record · LEDGER

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

As of 16 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.860482Z digest=sha256:4604156f6ad03aa1905bb577748a4d7028ab872359efbcc702c7e292f6813ef2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.864544Z digest=sha256:fdbe0e0f38eec3518f80136da051d9db76a7be040d4655b7e6fa964bdad38298

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.868464Z digest=sha256:4c258c35ce5cb4a3f1c6c4b7375af4f23b588b4c1b146f00d84e43894cd04e6f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.872683Z digest=sha256:764927bc84a9d89954a269d6324660a062863156230f7e1008ffc1b85f8fa035

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.876349Z digest=sha256:d74448766ec421dbb3e594723f2cf85b009d85c65d18d5b477e79ae46291e02c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.879733Z digest=sha256:f238ab6fa09940262e8650f847fec247f58de2b7deda1d35409b21ef97ce8629

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.883143Z digest=sha256:6f2a63b0787f9202168adc4f8506cdd3500285a0fdd3b3b9cb7fff56e104b049

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.886529Z digest=sha256:f9c8cc7bf3a93e8676502ef45a9e5af0ef9c63dacb0d0fa154baa48aae31b905

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.889748Z digest=sha256:a4d37c6b5b3a5bc1ba691d338ab1dd461f27d5b35e09c4c8b8a0fb8696953dcb

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.893661Z digest=sha256:acab8c1fd271be06223190be95e7635193d1bd0f384ab72a7c3520ca9f6516a8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.897120Z digest=sha256:6ba4bdbd6993afabb8ffdaa47b9cd90d360cf053418c916f8571ae5b9ea21d3e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.900432Z digest=sha256:a056e397b7bb34e4878284f66157aa8ee3c2c3a125b47161943cf68a4919ad87

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.903843Z digest=sha256:70e3cd854c6e99c96a7cc1e51ea08669f35a261df64cfe52697a9391a52fa6d7

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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.911214Z digest=sha256:13a947993cdb2d3aedf2904e063008bc3f5fd0f7faf313b45d87e38a93ceb973

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.

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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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.918227Z digest=sha256:b9eed7a8bd14c438f4f6a19d430bb9c79ad32312e2d0479fc7678f9e56dfb22c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.921973Z digest=sha256:aa4c85390e0e2c41abca27db4f5a7051102e61f650950906abefb3ce0f9386d8

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 2026-08-16T06:30:59.297886+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
raw_fallback, observed 2026-08-10T05:20:18.394865Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.928991Z digest=sha256:4fc69faf336199dc577a7f996800ef91a7e55fae99e272d82614b9b39943b717

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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.935649Z digest=sha256:3b47b4e48af8162ba5bc453b3d79e0495c36ecaf92bb22673bcdce48c0b1ca99

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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.945789Z digest=sha256:619c25c1dce80ff6b5188af57c5c4c6bb52b08b076b9518cfadebbe0af1601cc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.949402Z digest=sha256:769b0b3019e6bde4ffbc9c387bfd4584f07def47fb9d45818db48ed6b31a23db

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.952840Z digest=sha256:ee17963e17bd54d59a58f00a95c7373eb20423111565384f65d3f27f0b15ff95

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.956290Z digest=sha256:f9ee12c3e45ccddc4047bd2579f5b06d57214a7f03b2a8a26f0e359417cf8b41

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.959648Z digest=sha256:7ad992b939dae76dd17601d24092bd1288fc444a80939d508a344e5cb2ec0c82

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.962941Z digest=sha256:2993b8068b5e36397e3c6879d6f79c199d7eba3c3a661754ff47313689de8bb7

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.966256Z digest=sha256:f782677628c934f1aa81ae1d06ec2dd7be56f8e7b9f485296226621d2e4853ef

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.969676Z digest=sha256:07c13b5f19cd1ce3dccf41c6af7eb3936a5ae5b9d4b1edbc1353a16b2c2cda27

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.973013Z digest=sha256:214489d6a73ee7631de770fbe7a7713256d52c56103d328852fe7e2f173d9275

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.976683Z digest=sha256:66911fdd6318902c1afe7413177ed4306f152a8659808aac97452c1bc8b79224

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.980014Z digest=sha256:a124525252f878de52313a983548cf696058148091600b06fd5f3f5f71467ff4

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.983445Z digest=sha256:2bc867d132dad70a1a3447ef67043ad7ec5105ce77c62aafe4d9b4a36b7dd828

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.986931Z digest=sha256:ab50bf24b7ac08c1c43cc57dc3efac5f6732739758e437c3884744a75ac869ae

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.990344Z digest=sha256:e81022d8b15c55c1d1c6640882557012d7fdb86e2c375546698fce0999058dbf

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-10T05:20:17.993782Z digest=sha256:b6b58c9b39ca4820b173241d341389d6f7191766b7297a475bf12b0404ee9ab8

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.