Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T05:20:17.997110Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-10T05:20:17.997110Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 11669e0f-808c-4b9b-a8ed-b6be62ad918f · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Pyramid: Enabling hierarchical neural networks with edge computing,
Reference 1
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.
Observation c2c91e8a-c967-4ae1-8f0d-bcaa9bbee38f · outbound
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
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.
Observation a2cab828-e8e6-4e01-8f01-852aecb9b672 · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Vision-language models for edge networks: A comprehensive survey,
Reference 3
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.
Observation faf2f514-1908-46df-80fb-b8a5adbfea4f · outbound
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
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.
Observation 80dd9c6f-8660-4c6d-abe3-1d1553ed0956 · outbound
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
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.
Observation 02fed9b6-dd7d-417e-9291-a074054f9b0c · outbound
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
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.
Observation 87b80223-c2af-4209-a81e-e413451102db · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Efficient online dnn inference with continuous learning in edge computing,
Reference 7
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.
Observation 7e25f095-d389-4213-af28-3061a89ea7b7 · outbound
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
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.
Observation 3ec80c97-ff51-452f-aaae-fb80da0091ab · outbound
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
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.
Observation 7fc6a673-5fd0-45ac-af68-0f5a059883a0 · outbound
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
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.
Observation 460fa540-393d-4ce0-9d8e-3883dea2bda2 · outbound
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
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.
Observation 44d4ef63-de2a-4a2a-a981-a7848bf92fcd · outbound
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
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.
Observation 3f571da2-fa9a-4742-88de-50b83ffbc05a · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Inference service fidelity maximization in dt-assisted edge computing,
Reference 13
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.
Observation 539369d0-0b7b-465b-b02b-5438e1bcf2ee · outbound
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
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.
Observation 0a1dc4f3-ede8-484c-b660-e813c031d106 · outbound
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
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.
Observation 7babe8d2-1e0c-4b1d-8310-c0f810c5b409 · outbound
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
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.
Observation 84734ea6-d6df-4d7a-b44a-d2ca8268e939 · outbound
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
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.
Observation 86a5d29a-8b6f-417b-98f7-b36feabd6175 · outbound
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
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.
Observation 43d22fc9-086f-4fad-9a53-28e9a839dd8f · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Cost-Effective Retraining of Machine Learning Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 668833eb-bba5-443b-91c3-d6dc813dfa1c · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Age of information under periodic updating: Time-dependent statistical characteristics,
Reference 20
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.
Observation f9db7d1b-f8cf-41cf-83b0-d0cddf6a79a6 · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Aoi minimization in status update control with energy harvesting sensors,
Reference 21
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.
Observation cb96bbab-d8a3-496d-b7c3-bbea72995bff · outbound
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
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.
Observation fcfa28c4-f906-4cb1-af50-1796b3b60703 · outbound
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
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.
Observation 728574a5-e483-4823-8913-26c0a88c941c · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks How important is periodic model update in recommender system?
Reference 24
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.
Observation 37be049e-d849-41e7-bc9f-f663528cc9da · outbound
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
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.
Observation 91199b54-3b6e-4293-a824-9c2a9e75824d · outbound
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
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.
Observation 286d20b2-2861-48c7-b63a-77235f7f1f20 · outbound
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
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.
Observation b1d6e29c-39a8-4e39-b461-6724af6e8825 · outbound
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
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.
Observation e6021ba1-5c71-40ed-8490-cbccf0505ef2 · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Semantic data sourcing for 6g edge intelligence,
Reference 29
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.
Observation 9683e395-ca0e-4409-a622-2faa77cd1abf · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Robust semantic communications with masked vq-vae enabled codebook,
Reference 30
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.
Observation 7a06853a-8f60-4a03-8297-5ab1ad479351 · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Wireless resource management in in- telligent semantic communication networks,
Reference 31
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.
Observation 5dc57671-dd6b-4e1b-89a5-0e5067fcab02 · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Performance optimization of energy efficient semantic communications over wireless networks,
Reference 32
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.
Observation bcad037d-c841-4311-99b1-c54f8064d6f1 · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Task-oriented multi-user semantic communications,
Reference 33
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.
Observation e820308a-12a0-4807-bde3-f4d69a1e8409 · outbound
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
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.
Observation a5169b3b-0df4-4353-bed1-d7ed8bfd07cd · outbound
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
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.
Observation d1ba49b8-6b1a-4ca7-8da9-24dfd59c8576 · outbound
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
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.
Observation fcaa5975-4bfa-4b65-bf73-e64cb14e0696 · outbound
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
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.
Observation f5b4c1a9-b343-4825-9013-3c32f5167c86 · outbound
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
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.
Observation 55f461c8-ca6e-4e10-bfe2-07831da3daec · outbound
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
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.
Observation 1d755e6f-5f39-4acc-a437-deae5e7fbe68 · outbound
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
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.
Observation 937e6a35-0e96-4a34-87b9-72856d815e73 · outbound
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
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.
Observation 1bcc3800-b455-406d-923a-58bd2ae072cd · outbound
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
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.
Observation fe0e3228-2362-4c1d-aaa2-73201ec8dff3 · outbound
LYRA: Label-Free Structural Synchronization and Resource Allocation for UAV Edge Networks Crawdad data set epfl/mobility (v. 2009-02-24),
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.