Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-27T06:11:02.564578Z
Paper Citation Record · LEDGER
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments
As of 4 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 0 inbound Pith citation observations for arXiv:2606.12844.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+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
Reference resolution
37 of 37 outbound references displayed
- verified exact3
- verified fuzzy0
- unresolved32
- parse uncertain0
- malformed identifier0
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 9667957d-29d5-4e93-9f60-6cad32a8f735 · outbound
This paper cites Bayesian-Driven Graph Reasoning for Active Radio Map Con- struction,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Bayesian-Driven Graph Reasoning for Active Radio Map Con- struction,
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 323f190d-8a93-414c-b152-ab38b790653f · outbound
This paper cites A Tutorial on Environment-Aware Communications via Channel Knowledge Map for 6G,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments A Tutorial on Environment-Aware Communications via Channel Knowledge Map for 6G,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a1f9ed1-f1f4-4759-9478-ff23c42f0371 · outbound
This paper cites Automatic Radio Map Adaptation for Indoor Localization Using Smartphones,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Automatic Radio Map Adaptation for Indoor Localization Using Smartphones,
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e300d416-d189-490a-8377-e277896ea9bc · outbound
This paper cites Indoor Localization and Radio Map Estimation Using Unsupervised Manifold Alignment with Geometry Perturbation,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Indoor Localization and Radio Map Estimation Using Unsupervised Manifold Alignment with Geometry Perturbation,
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfcda21f-09fd-4910-9b6e-d50fe113a34b · outbound
This paper cites Radio Envi- ronment Map Based Inter-Cell Interference Coordination for Massive- MIMO Systems,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Radio Envi- ronment Map Based Inter-Cell Interference Coordination for Massive- MIMO Systems,
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed19bae2-cca4-4df7-a472-f61ca410ae65 · outbound
This paper cites Cellular-Enabled UA V Communica- tion: A Connectivity-Constrained Trajectory Optimization Perspective,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Cellular-Enabled UA V Communica- tion: A Connectivity-Constrained Trajectory Optimization Perspective,
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6162046f-0ee7-4cdc-b13b-d65aeca3e97c · outbound
This paper cites On the Use of Radio Environment Maps for Interference Management in Heterogeneous Networks,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments On the Use of Radio Environment Maps for Interference Management in Heterogeneous Networks,
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9c4dbf4-089d-4d4f-879e-b668dbc16648 · outbound
This paper cites Integrated Sensing, Communication, and Computation for Low-Altitude Networks Towards Seamless Connectivity and Connected Intelligence,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Integrated Sensing, Communication, and Computation for Low-Altitude Networks Towards Seamless Connectivity and Connected Intelligence,
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fd63ff6-38e8-4b99-8698-bc0cf8261f18 · outbound
This paper cites Large Timescale Optimization for Communications Over Aerial Ad Hoc Networks With Predetermined Trajectories,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Large Timescale Optimization for Communications Over Aerial Ad Hoc Networks With Predetermined Trajectories,
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d1e43ffd-371c-4ce6-9ead-5076cdfa96c8 · outbound
This paper cites Radio Map Estimation: A Data-driven Approach to Spectrum Cartography,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Radio Map Estimation: A Data-driven Approach to Spectrum Cartography,
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 341a6762-a7bc-4420-ac98-0d2ee7ee6763 · outbound
This paper cites 3D Radio Map Recon- struction Based on Generative Adversarial Networks Under Constrained Aircraft Trajectories,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments 3D Radio Map Recon- struction Based on Generative Adversarial Networks Under Constrained Aircraft Trajectories,
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 07a3763a-087d-41f6-a523-63e8dde56ab8 · outbound
This paper cites Sionna: An Open-Source Library for Next-Generation Physical Layer Research.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Sionna: An Open-Source Library for Next-Generation Physical Layer Research
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-07-03T16:08:36.929538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 41dce55e-9824-49e9-8b46-5c2602625659 · outbound
This paper cites Empow- ering Wireless Network Applications with Deep Learning-Based Radio Propagation Models,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Empow- ering Wireless Network Applications with Deep Learning-Based Radio Propagation Models,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec8cfd63-c58c-4d10-9456-7c8dae868f85 · outbound
This paper cites Kriging-Based Interference Power Constraint: Integrated Design of the Radio Environment Map and Transmission Power,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Kriging-Based Interference Power Constraint: Integrated Design of the Radio Environment Map and Transmission Power,
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c8a04b5-fa7c-4b8d-837f-3f9fc6f81f66 · outbound
This paper cites Propagation Map Reconstruction via Interpolation Assisted Matrix Completion,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Propagation Map Reconstruction via Interpolation Assisted Matrix Completion,
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c7e65b8-94f4-4506-adbe-8ca27b74d5ea · outbound
This paper cites Cressie,Statistics for Spatial Data.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Cressie,Statistics for Spatial Data
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce71d59b-52ef-4871-a7a1-18c7a7234488 · outbound
This paper cites Deep Completion Autoencoders for Radio Map Estimation,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Deep Completion Autoencoders for Radio Map Estimation,
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3f13332b-e3f5-4db0-b2c3-acf080db7ac5 · outbound
This paper cites RadioUNet: Fast Radio Map Estimation With Convolutional Neural Networks,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments RadioUNet: Fast Radio Map Estimation With Convolutional Neural Networks,
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8801ed09-7afa-4df7-85de-19afbffbc99d · outbound
This paper cites RME-GAN: A Learning Framework for Radio Map Estimation Based on Conditional Generative Adversarial Network,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments RME-GAN: A Learning Framework for Radio Map Estimation Based on Conditional Generative Adversarial Network,
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66cf4170-d9a9-4460-b7fd-743461ed3fb2 · outbound
This paper cites A Graph Neural Network Based Radio Map Construction Method for Urban Environment,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments A Graph Neural Network Based Radio Map Construction Method for Urban Environment,
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87299701-b967-4f27-b4d1-cfc6a6f76b41 · outbound
This paper cites Temporal Spectrum Cartography in Low-Altitude Economy Networks: A Generative AI Framework With Multi-Agent Learning,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Temporal Spectrum Cartography in Low-Altitude Economy Networks: A Generative AI Framework With Multi-Agent Learning,
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c348ab7b-1672-4269-b402-244963afa5ec · outbound
This paper cites Denoising Diffusion Probabilistic Model for Radio Map Estimation in Generative Wireless Networks,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Denoising Diffusion Probabilistic Model for Radio Map Estimation in Generative Wireless Networks,
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fb1222d-b667-46e6-86ae-54ef501b3921 · outbound
This paper cites RadioDiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Construction,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments RadioDiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Construction,
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99eb041f-a7ce-4ae9-b4a6-1780859b4e58 · outbound
This paper cites Spectrum Surveying: Active Radio Map Estimation with Autonomous UA Vs,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Spectrum Surveying: Active Radio Map Estimation with Autonomous UA Vs,
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c436545-8319-48cf-ae65-d4b46ce7d721 · outbound
This paper cites Bayesian Active Learning for Sample Efficient 5G Radio Map Reconstruction,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Bayesian Active Learning for Sample Efficient 5G Radio Map Reconstruction,
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c6fa018-f8df-410a-9d92-9d6dc7511615 · outbound
This paper cites UA V-Aided Efficient Informative Path Planning for Autonomous 3D Spectrum Mapping,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments UA V-Aided Efficient Informative Path Planning for Autonomous 3D Spectrum Mapping,
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 430a7f2b-0424-4bf8-95a3-c9a917fd18b8 · outbound
This paper cites Online Radio Environment Map Cre- ation via UA V Vision for Aerial Networks,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Online Radio Environment Map Cre- ation via UA V Vision for Aerial Networks,
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c3058d9-d925-4e69-b493-46c3795ecf5f · outbound
This paper cites Receding Horizon.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Receding Horizon
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f46f527f-d921-4189-ada2-5dcdf4cbe98c · outbound
This paper cites Planet dump retrieved from https://planet.osm.org ,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Planet dump retrieved from https://planet.osm.org ,
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 50cee7d3-7ec7-42e1-b479-bc073bb963ba · outbound
This paper cites Radio Map Prediction From Aerial Images and Application to Coverage Optimization,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Radio Map Prediction From Aerial Images and Application to Coverage Optimization,
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ee6b27c4-c373-4b65-863d-4af677a8e355 · outbound
This paper cites Deep Reinforcement Learning with Dynamic Graphs for Adaptive Informative Path Planning,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Deep Reinforcement Learning with Dynamic Graphs for Adaptive Informative Path Planning,
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5ca6c6a-ddd0-403f-bca5-79941ff05d52 · outbound
This paper cites SIP2Net: Situational-Aware Indoor Pathloss-Map Prediction Network for Radio Map Generation,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments SIP2Net: Situational-Aware Indoor Pathloss-Map Prediction Network for Radio Map Generation,
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d24fb507-124e-4527-8ab5-e1bfb4f6afd0 · outbound
This paper cites Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Reference 33
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T16:08:36.938746Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7c0ad225-5195-4748-8431-6ccf0c75a166 · outbound
This paper cites Proximal Policy Optimization Algorithms.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Proximal Policy Optimization Algorithms
Reference 35
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-07-03T16:08:36.932191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fbdbfaf2-a42b-4b13-b5bd-65ef43ad780e · outbound
This paper cites Stochastic Variational Deep Kernel Learning,.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Stochastic Variational Deep Kernel Learning,
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-06-27T06:11:02.564578Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ede97a4c-7103-4e09-bfde-0168b5422eb3 · outbound
This paper cites The CMA Evolution Strategy: A Tutorial.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments The CMA Evolution Strategy: A Tutorial
Reference 37
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T16:08:36.943828Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e43003fb-e17e-4091-b0a4-0958396889f9 · outbound
This paper cites Monte Carlo Tree Search: A Review of Recent Modifications and Applications.
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments Monte Carlo Tree Search: A Review of Recent Modifications and Applications
Reference 38
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T16:08:36.935494Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
No inbound Pith citation observations are available.