Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T13:37:42.655137Z
Paper Citation Record · LEDGER
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet
As of 7 August 2026, this Paper Citation Record lists 65 of 65 outbound references and 0 inbound Pith citation observations for arXiv:2508.09140.
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 2026-08-07T06:34:17.273281+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
65 of 65 outbound references displayed
- verified exact1
- verified fuzzy53
- unresolved11
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 7291a832-85a6-4074-bc3e-b978dc07d353 · outbound
This paper cites What should 6G be?.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet What should 6G be?
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.351050Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e8e8da1e-20d0-4089-8432-684965454f8e · outbound
This paper cites Digital twin modeling,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Digital twin modeling,
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.341557Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b20f2ade-edf7-4534-8dc6-92899e42425e · outbound
This paper cites 6G-enabled edge AI for metaverse: Challenges, methods, and future research directions,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet 6G-enabled edge AI for metaverse: Challenges, methods, and future research directions,
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.331597Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 67940717-9c7c-4639-9270-fe20227da6c9 · outbound
This paper cites 6G digital twin networks: From theory to practice,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet 6G digital twin networks: From theory to practice,
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.319566Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 410298e4-dc9f-4c67-a938-da958f430912 · outbound
This paper cites Digital-twin- enabled 6G: Vision, architectural trends, and future directions,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Digital-twin- enabled 6G: Vision, architectural trends, and future directions,
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.309604Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ad82e5a4-d839-4b51-8131-4af6ac8f2fa8 · outbound
This paper cites Digital twin networks: A survey,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Digital twin networks: A survey,
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.299658Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eebb9d60-9d8d-4a7a-993d-4a49bfaab88b · outbound
This paper cites The roadmap to 6G: AI empowered wireless networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet The roadmap to 6G: AI empowered wireless networks,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.290386Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ef437ebd-4ab0-4a68-84c6-0108d050fdfb · outbound
This paper cites Toward 6G and Beyond: AI-driven synergies across terres- trial, non-terrestrial, and digital twin networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Toward 6G and Beyond: AI-driven synergies across terres- trial, non-terrestrial, and digital twin networks,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.281456Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9f4e31a4-0f07-47a4-b1c6-729508707900 · outbound
This paper cites UA V- NIDD: A dynamic dataset for cybersecurity and intrusion detection in UA V networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet UA V- NIDD: A dynamic dataset for cybersecurity and intrusion detection in UA V networks,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.272447Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b251087b-77a4-48b1-904f-f172e5176324 · outbound
This paper cites Digital twin for wireless networks: Security attacks and solutions,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Digital twin for wireless networks: Security attacks and solutions,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.263442Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2cb661bd-c912-48a6-9e96-a990b663a2f5 · outbound
This paper cites Localization in digital twin MIMO networks: A case for massive fingerprinting,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Localization in digital twin MIMO networks: A case for massive fingerprinting,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.254594Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1f28f984-6010-449b-9b00-619bece33b05 · outbound
This paper cites Integrated sensing and communications: Toward dual-functional wire- less networks for 6G and beyond,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Integrated sensing and communications: Toward dual-functional wire- less networks for 6G and beyond,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.245123Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 88c9f156-d788-4b53-bc28-7e672c3d05c8 · outbound
This paper cites A survey on fundamental limits of integrated sensing and communication,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet A survey on fundamental limits of integrated sensing and communication,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.235165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3231b9cb-0768-4d22-b805-ce3ee49ba8a7 · outbound
This paper cites Engineering radio maps for wireless resource management,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Engineering radio maps for wireless resource management,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.225519Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 65c44af2-4a05-4a79-8e8a-4ee71dba9267 · outbound
This paper cites Radio map-based 3D path planning for cellular- connected UA V,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Radio map-based 3D path planning for cellular- connected UA V,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.216090Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 209deb82-0a75-4c91-b16f-f25169d5020c · outbound
This paper cites Reconfigurable intelligent surfaces for 6G: Nine fundamental issues and one critical problem,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Reconfigurable intelligent surfaces for 6G: Nine fundamental issues and one critical problem,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.206890Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4b85fb94-de28-406b-80bb-75f52d1dc507 · outbound
This paper cites Dynamic digital twin and federated learning with incentives for air-ground networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Dynamic digital twin and federated learning with incentives for air-ground networks,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.197301Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 71a62676-82b9-4d6a-83b4-141302160ba7 · outbound
This paper cites Multi-agent assessment with qos enhancement for hd map updates in a vehicular network and multi-service environment,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Multi-agent assessment with qos enhancement for hd map updates in a vehicular network and multi-service environment,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.187721Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1c625e0a-a25f-4956-9f38-875959521f69 · outbound
This paper cites Constructing accurate radio environment maps with kriging interpolation in cognitive radio networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Constructing accurate radio environment maps with kriging interpolation in cognitive radio networks,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.178056Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 63d56a01-ad5b-4003-ab2f-f56d002a7f54 · outbound
This paper cites Nearest neighbor pattern classification,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Nearest neighbor pattern classification,
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.166863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 147fbe87-4612-4dfe-91ed-51fb84b82919 · outbound
This paper cites Local polynomial regression estimators in survey sampling,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Local polynomial regression estimators in survey sampling,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.156182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 04bb0bc1-85ec-4ca9-bdc0-8ca38cf06a15 · outbound
This paper cites 3D radio map reconstruction and trajectory optimization for cellular-connected UA Vs,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet 3D radio map reconstruction and trajectory optimization for cellular-connected UA Vs,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.144977Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fe16c34f-193d-4540-bb44-a3e542a5a10f · outbound
This paper cites Radio map assisted path planning for UA V anti-jamming communications,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Radio map assisted path planning for UA V anti-jamming communications,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.133721Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2adb15c7-acfb-4e6e-879d-2556dfcddb9d · outbound
This paper cites Intelligent UA Vs trajectory optimization from space-time for data collection in social networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Intelligent UA Vs trajectory optimization from space-time for data collection in social networks,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.122834Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6f198487-0cf0-4577-9816-2f12f2d6456a · outbound
This paper cites MIMO channel estimation method using ray-tracing propagation model,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet MIMO channel estimation method using ray-tracing propagation model,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.112133Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 352edd64-5616-4c93-af65-da59a449f74f · outbound
This paper cites Electromagnetic modeling of radiowave propagation and scattering from targets in the atmosphere with a ray-tracing technique,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Electromagnetic modeling of radiowave propagation and scattering from targets in the atmosphere with a ray-tracing technique,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.101733Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 66222dfe-7448-418e-8e08-2476a3986764 · outbound
This paper cites Advancing 6G network performance: AI/ML framework for proactive management and dynamic optimal routing,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Advancing 6G network performance: AI/ML framework for proactive management and dynamic optimal routing,
Reference 27
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.091395Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 23449139-95cc-4d74-a687-a4e836e5cce6 · outbound
This paper cites Exploring the transition from 5G to 6G: Advancements in ultra-low latency, high-speed connectivity, and AI-driven network optimization,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Exploring the transition from 5G to 6G: Advancements in ultra-low latency, high-speed connectivity, and AI-driven network optimization,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.079983Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0ceec879-e937-4c6b-a571-c6d8b7ecaac2 · outbound
This paper cites RadioUNet: Fast radio map estimation with convolutional neural networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet RadioUNet: Fast radio map estimation with convolutional neural networks,
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.536157Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9673370a-c402-45fa-9eea-7810b8a02c7d · outbound
This paper cites RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet RME-GAN: A learning framework for radio map estimation based on conditional generative adversarial network,
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.061888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 434864d4-7dbf-4c26-a1e3-57cf582297f3 · outbound
This paper cites RadioDiff: An effective generative diffusion model for sampling- free dynamic radio map construction,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet RadioDiff: An effective generative diffusion model for sampling- free dynamic radio map construction,
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.050872Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e8702f16-6139-48db-b803-76549e86d695 · outbound
This paper cites Denoising diffusion probabilistic model for radio map estimation in generative wireless networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Denoising diffusion probabilistic model for radio map estimation in generative wireless networks,
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.040119Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d683d423-0668-4ebb-aa82-be5d5469a998 · outbound
This paper cites Transformers in vision: A survey,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Transformers in vision: A survey,
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.548833Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbb63958-a16d-41b4-be58-b2037657c5f5 · outbound
This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.551598Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70ca3428-5da1-4949-9f79-0bf74284ab1c · outbound
This paper cites Efficiently Modeling Long Sequences with Structured State Spaces.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Efficiently Modeling Long Sequences with Structured State Spaces
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.555043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e7904ee-a343-4198-8988-4301558ad05a · outbound
This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.558255Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c449a68c-d2b5-47e2-aa28-8222ca25e2de · outbound
This paper cites Vision Mamba: A Comprehensive Survey and Taxonomy.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Vision Mamba: A Comprehensive Survey and Taxonomy
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.561707Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0829548-3998-49b5-b901-8463609ef61f · outbound
This paper cites MambaVision: A hybrid mamba- transformer vision backbone,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet MambaVision: A hybrid mamba- transformer vision backbone,
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.023158Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b12b0d48-b12c-41ac-823b-ebc7493c0064 · outbound
This paper cites Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.568251Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d64ee052-aa1c-46fb-9eea-25d67773fe2c · outbound
This paper cites MobileMamba: Lightweight multi-receptive visual mamba network,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet MobileMamba: Lightweight multi-receptive visual mamba network,
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.013114Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ab1b0185-8b0b-4b8a-92d3-fdaaf16acd96 · outbound
This paper cites Model- based and data-driven approaches for downlink massive MIMO channel estimation,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Model- based and data-driven approaches for downlink massive MIMO channel estimation,
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:43.003163Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d7563fe2-7dd2-457a-a50c-fdb690925eaa · outbound
This paper cites Analysis of Large Scale Propagation Models for Mobile Communications in Urban Area.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Analysis of Large Scale Propagation Models for Mobile Communications in Urban Area
Reference 42
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T13:37:42.716091Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0e4596e1-5246-49c8-8d78-910cb1a42e95 · outbound
This paper cites The impact of different radio propagation models for mobile ad hoc networks (MANET) in urban area environment,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet The impact of different radio propagation models for mobile ad hoc networks (MANET) in urban area environment,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.992316Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6452a735-95bd-47db-a95a-861826e1c790 · outbound
This paper cites Ray tracing as a design tool for radio networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Ray tracing as a design tool for radio networks,
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.981847Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a206eb30-6d53-46f3-a777-efb381115b74 · outbound
This paper cites Ray tracing for radio propagation modeling: Principles and applications,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Ray tracing for radio propagation modeling: Principles and applications,
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.588559Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97c0f64d-6082-45fc-ba44-5d3297ac6354 · outbound
This paper cites Indoor radio map construction via ray tracing with RGB-D sensor-based 3D reconstruction: Concept and experiments in WLAN systems,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Indoor radio map construction via ray tracing with RGB-D sensor-based 3D reconstruction: Concept and experiments in WLAN systems,
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.963559Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c98b6776-978e-4f34-b9f0-3660268abebd · outbound
This paper cites Three-dimensional urban EM wave prop- agation model for radio network planning and optimization over large areas,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Three-dimensional urban EM wave prop- agation model for radio network planning and optimization over large areas,
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.952914Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c684b554-2998-4806-9094-f926fb6080cc · outbound
This paper cites Data-driven modeling: concept, techniques, challenges and a case study,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Data-driven modeling: concept, techniques, challenges and a case study,
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.942852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7da3fac5-41c5-4374-8ff9-b962dedb2c66 · outbound
This paper cites AI-enabled data-driven channel modeling for future communications,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet AI-enabled data-driven channel modeling for future communications,
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.932708Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c0117930-6217-4009-be2e-ca1303c57b18 · outbound
This paper cites U-net: Convolutional networks for biomedical image segmentation,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet U-net: Convolutional networks for biomedical image segmentation,
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.922332Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7228bf49-a0a9-4b15-9cd2-6a731b189df2 · outbound
This paper cites Generative adversarial networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Generative adversarial networks,
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.607985Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3599bee-eb2b-4cea-83eb-ea4cb7b682fd · outbound
This paper cites Conditional Generative Adversarial Nets.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Conditional Generative Adversarial Nets
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.611052Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f12f8bad-9eeb-4f01-b647-f8daa15e0553 · outbound
This paper cites Fast and accurate cooperative radio map estimation enabled by GAN,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Fast and accurate cooperative radio map estimation enabled by GAN,
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.904451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a88d5c63-f2d6-4c4c-a8bd-75bf50b0bfb8 · outbound
This paper cites Denoising diffusion probabilistic models,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Denoising diffusion probabilistic models,
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.894521Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 68a0c827-61b2-454b-9f0a-8c6d40380040 · outbound
This paper cites CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet CKMDiff: A Generative Diffusion Model for CKM Construction via Inverse Problems with Learned Priors
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T13:37:42.622222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1dd61247-b985-4de1-80fd-f8dedd4f6223 · outbound
This paper cites Enhancing physical layer communication security through generative AI with mixture of experts,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Enhancing physical layer communication security through generative AI with mixture of experts,
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.883565Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation feb4dc56-591b-4247-8d0a-23a97902deb2 · outbound
This paper cites Multi-agent reinforcement learning for dynamic resource management in 6G in-X subnetworks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Multi-agent reinforcement learning for dynamic resource management in 6G in-X subnetworks,
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.872150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e4b8d17-ecb8-4b84-b950-7ea3b9572702 · outbound
This paper cites Federated reinforcement learning-based resource allocation in D2D-enabled 6G,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Federated reinforcement learning-based resource allocation in D2D-enabled 6G,
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.861508Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 36926716-030e-43ba-b209-4cbe1f148b2d · outbound
This paper cites Avgnet: Adaptive visibility graph neural network and its application in modulation classification,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Avgnet: Adaptive visibility graph neural network and its application in modulation classification,
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.851203Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2737c58a-38de-42ec-ae66-2ded63edcfc8 · outbound
This paper cites Model compression for communication efficient federated learning,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Model compression for communication efficient federated learning,
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.839649Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 73aed2f5-6067-45e5-b274-214e2ab2ebce · outbound
This paper cites Hypernetworks-based hierarchical fed- erated learning on hybrid non-IID datasets for digital twin in industrial IoT,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Hypernetworks-based hierarchical fed- erated learning on hybrid non-IID datasets for digital twin in industrial IoT,
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.828320Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 08e1b8d5-f410-4303-88f2-e9731d51916e · outbound
This paper cites Adaptive caching scheme for jointly optimizing delay and energy consumption in heterogeneous digital twin IoT,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Adaptive caching scheme for jointly optimizing delay and energy consumption in heterogeneous digital twin IoT,
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.816755Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a4fc55b6-8048-4f12-bdc8-c4f9e870ed5f · outbound
This paper cites Federated deep reinforcement learning for task offloading in digital twin edge networks,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Federated deep reinforcement learning for task offloading in digital twin edge networks,
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.805771Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6980864b-8f89-4db7-9f14-b8bf808fac13 · outbound
This paper cites Toward secure blockchain-enabled internet of vehicles: Optimizing consensus management using reputation and contract theory,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Toward secure blockchain-enabled internet of vehicles: Optimizing consensus management using reputation and contract theory,
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.795610Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b0dd2cd6-05f9-42bf-8228-a9c504edfd43 · outbound
This paper cites Vmamba: Visual state space model,.
RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet Vmamba: Visual state space model,
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T13:37:42.784196Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Pith citing papers
No inbound Pith citation observations are available.