Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T18:40:36.361748Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2412.07681.
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 2026-08-11T18:40:36.361748Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T10:17:37.550600Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T10:17:38.409518Z
17 of 17 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 86784d4d-89fd-4d5b-bab0-08332413759c · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Vision, requirements and network architecture of 6g mobile network beyond 2030,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 07cce0d6-57b4-4edc-8a34-10bbb8bc8770 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications 3-d mimo: How much does it meet our expectations observed from channel measurements?
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fc325e1f-09e3-45f1-b9f7-c432b82b41fe · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications 6G Channel Modeling: Requirement, Measurement, Methodology and Simulator
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e28b9da-0b8e-4069-a386-a9d9fc052ea7 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Three-dimensional fading channel models: A survey of elevation angle research,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 4750ecd0-910b-421a-8547-50ac499552b2 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Digital Twin Channel for 6G: Concepts, Architectures and Potential Applications
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38a5bb15-55cc-464f-a34d-a0192c4396c7 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications A predictive 6g network with environment sensing enhancement: From radio wave propagation perspective,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b06b78c6-d4c3-466c-bc01-deec71510222 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Visual sensing-based path loss prediction method,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e4092bf4-a07b-493f-9400-653cc0c695ee · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Deep-learning path loss prediction model using side-view images,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 60fe0201-cf5c-4142-8200-3faa9bc909d2 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Predicting path loss distributions of a wireless communication system for multiple base station altitudes from satellite images,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 51cb4326-43ca-4610-8193-11b628ea7932 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Machine-learning and 3d point-cloud based signal power path loss model for the deployment of wireless communi- cation systems,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c6e43084-92cf-4a1b-b685-9053264abbc0 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Machine learning-based urban canyon path loss prediction using 28 ghz manhattan measurements,
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afa222e2-b02f-4a84-88ca-1c45674b2b3b · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Color gamut transform pairs,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 3f486396-3cb7-4038-a123-f438eefa7eb7 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Unresolved cited work
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09ecf5a6-2398-40a4-81e1-1e995a8af8bf · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Resnet in Resnet: Generalizing Residual Architectures
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecb9358a-e846-4466-b378-856dfb167673 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Pointnet: Deep learning on point sets for 3d classification and segmentation,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5c71ea03-0355-43e8-a55b-afc9dbf938a9 · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Gate-variants of gated recurrent unit (gru) neural networks,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99c8388a-16df-4ab4-9c07-c5fb421c25db · outbound
Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications Attention is all you need,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2a5981e-0d71-41fa-838e-679e207c68f0 · inbound
Multi-Modal Large Models Based Beam Prediction: An Example Empowered by DeepSeek Multi-Modal Environmental Sensing Based Path Loss Prediction for V2I Communications
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.