Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:44:04.966571Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 2 inbound Pith citation observations for arXiv:2505.17879.
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 2026-08-07T14:44:04.966571Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T05:33:55.863174Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T00:56:06.508159Z
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 850f0dfc-69a2-4e47-9237-591dbeeb1bc7 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Channel nonstationarity and consis- tency for beyond 5G and 6G: A survey,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f92a1e10-c459-4d77-bd07-28ec0f6f0342 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Hybrid far- and near-field modeling for reconfigurable intelligent surface assisted V2V channels: A sub-array partition based approach,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation aed9b6ca-ea79-4933-a4ac-afa277a48b95 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A tone-based AoA estimation and multiuser precoding for millimeter wave massive MIMO,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bc5433c3-7ff1-4e95-800a-a0a8963e7a66 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Multi-user millimeter wave MIMO with full-dimensional lens antenna array,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3f0026fe-1923-451a-b501-838f1bc71aec · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Machine learning for reliable mmWave systems: Blockage prediction and proactive handoff,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 615c093c-b1ea-468f-8e7c-3666224c26f7 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Deep learning for mmWave beam and blockage prediction using sub-6 GHz channels,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 78033532-58bd-4715-9c71-c65771c3ee0c · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A novel SAGE algorithm for estimating parameters of wideband spatial nonstationary wireless channels with antenna polariza- tion,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 21f5517d-32b3-4285-8a43-0bbd436aa32a · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A cluster-based three-dimensional channel model for vehicle-to-vehicle communications,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 46932286-46c2-442c-bcb4-b69b3f8bd455 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A general 3D space-time-frequency non- stationary model for 6G channels,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1560ba90-f937-401c-9cda-54b0aa87ac3f · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Research on MIMO channel capacity in complex indoor environment based on deterministic channel model,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c2f3b435-442a-492d-a820-9b64812d91ef · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines An investigation into the spatial heterogeneity of MIMO device with 3D deterministic channel modelling using single-probe anechoic chamber method,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6fb73eb2-ad69-43f4-9d73-00b045805b5e · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Foundation model empowered Synesthesia of Ma- chines (SoM): AI-native intelligent multi-modal sensing-communication integration,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7a666e96-26b2-48df-aec4-6e2a4bbc44ce · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Large multi-modal models (LMMs) as universal foundation models for AI-native wireless systems,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c1577a4b-0faa-412b-866c-042a3c5d3180 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Advanced deep learning models for 6G: Overview, opportunities, and challenges,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7b69325e-22f3-4e5a-b76b-caf0083d95b5 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Artificial intelligence enabled radio propagation for communications—part I: Channel characterization and antenna-channel optimization,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fd6a2637-efbc-412d-8562-8fe4b2957afa · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A power-angle-spectrum based clustering and tracking algorithm for time-varying radio channels,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 99c52eed-d7ee-4264-9909-d97a7b2eaf26 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Trajectory-joint clustering algorithm for time-varying channel modeling,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8833ef85-b1dd-4e96-a9ad-92130c05f881 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A Novel Deep Learning Based Time-Varying Multipath Component Tracking Algorithm,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6a174fab-227c-4fcf-bdc4-36176af794f2 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A scatterer localization method using large-scale antenna array systems,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9d75f57a-b1a0-40c4-b786-f5263f89c81f · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Intelligent multi-modal sensing-communication inte- gration: Synesthesia of Machines,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2778589d-e9c8-4a0a-9946-1096d7795155 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines An intelligent path loss prediction approach based on integrated sensing and communications for future vehicular networks,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c383ac99-51ec-4881-bbbd-2f63be5d7213 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Scatterer recognition for multi-modal intelligent vehicular channel modeling via Synesthesia of Machines,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 030f7d4a-de69-41f7-b607-de6a70895a74 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Pretrained Transformers as Universal Computation Engines
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b87dd56-e1ab-445d-a4ed-576fa1a9099f · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Language models are few-shot learners,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d614e01b-1b37-4970-b4bf-864c48d75bf4 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines DiffusionGPT: LLM-driven text-to-image generation system,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 74133161-9437-468e-8457-103bd928d22f · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Medical Video Generation for Disease Progression Simulation
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c7932fb-b73b-49d0-9e83-3cbdc9e23b37 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Enhancing Table Representations with LLM-powered Synthetic Data Generation
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d94566e-14c8-427c-87e1-2f5e914d107e · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines GenG: An LLM-based generic time series data gener- ation approach for edge intelligence via cross-domain collaboration,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d79b7ed8-6318-4c3f-b898-31e393e99e69 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines LLM4CP: Adapting large language models for channel prediction,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8f4988e1-603b-440c-b604-57d0da10dd85 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93f99599-bf84-4fca-b37e-f6863921852a · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Beam prediction based on large language models,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9e8192e2-ad3a-4f3a-a1c6-d1096c387f2d · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Exploring the Potential of Large Language Models for Massive MIMO CSI Feedback
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 60aa196f-e342-418b-8158-be388c39533d · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Large AI Model for Delay-Doppler Domain Channel Prediction in 6G OTFS-Based Vehicular Networks
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfd816dd-fb3c-4de1-b3c3-7eb83a82862b · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines SynthSoM: A synthetic intelligent multi-modal sensing-communication dataset for Synesthesia of Machines (SoM),
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 429f9e1d-8af5-4d15-bcab-517f6c4e8d84 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Wireless InSite
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0c718fc6-487d-4661-9bbe-865f7016e4ee · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines AirSim: High-fidelity visual and physical simulation for autonomous vehicles,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 63ca792d-ffe9-4c2d-b794-86a64743bcb5 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines M 3SC: A generic dataset for mixed multi-modal (MMM) sensing and communication integration,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 525e72e1-6602-448f-8b1c-030bff0eb706 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines A multi-modal UA V-to-ground channel model for 6G intelligent sensing-communication integration,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b077cb85-21eb-4cd2-84ea-445dc9e7eb27 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines In defense of grid features for visual question answer- ing,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bf43dd22-a013-4353-bd1e-2b69c65b7b0b · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Attention is all you need,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 553da315-ac03-4bfa-a2b6-c92a13b5962f · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Language models are unsupervised multitask learn- ers,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f642d140-5670-4e5d-bd7a-5fe285791c2a · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Reluplex made more practical: Leaky ReLU,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 351f466d-992f-41df-9a69-696ce832b516 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Adam: A method for stochastic optimization,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0b8f9300-6014-42ac-9a68-48ce00d55351 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Multi-modal intelligent channel modeling: A new mod- eling paradigm via Synesthesia of Machines,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6ecbd1a5-ba9a-49db-811d-c3244f0cb670 · outbound
LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 19354b7e-eb8c-4321-a40d-53e36b0d0be9 · inbound
Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines
Reference 120
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e03bc24-f407-4bc6-b3f8-9211c9fbb548 · inbound
WiFo-CF: Wireless Foundation Model for CSI Feedback LLM4SG: Adapting Large Language Model for Scatterer Generation via Synesthesia of Machines
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.