Paper Citation Record · LEDGER

Large Wireless Model (LWM): A Foundation Model for Wireless Channels

As of 16 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 39 inbound Pith citation observations for arXiv:2411.08872.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2411.08872 v2

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T21:18:14.608855Z

measured 68 of 68 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 39 of 39 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T21:20:15.106297Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-04T05:09:36.480623Z

Reference resolution

29 of 29 outbound references displayed

verified exact1
verified fuzzy12
unresolved16
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation aeb7d630-e4fa-40fa-8466-d4ff163f0d6c · outbound

This paper cites LWM: A Pre-trained Wireless Foundation Model for Universal Feature Extraction,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels LWM: A Pre-trained Wireless Foundation Model for Universal Feature Extraction,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.951052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 5f769013-67d1-445b-a670-570151d4c9a7 · outbound

This paper cites Attention is all you need,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Attention is all you need,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.483904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9290bce5-5bcf-4178-9e17-0de94df33535 · outbound

This paper cites Wireless communications and applications above 100 GHz: Opportunities and challenges for 6G and beyond,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Wireless communications and applications above 100 GHz: Opportunities and challenges for 6G and beyond,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.927088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation eeb97cb0-f305-403e-a6dd-3c58d5f23cd2 · outbound

This paper cites The road towards 6G: A comprehensive survey,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels The road towards 6G: A comprehensive survey,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.493278Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb4d337a-4107-4012-9444-21266c930e00 · outbound

This paper cites An introduction to deep learning for the physical layer,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels An introduction to deep learning for the physical layer,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.499042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74ae9a2c-a5af-4f59-8456-3989850976cd · outbound

This paper cites Role of deep learning in wireless communications,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Role of deep learning in wireless communications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.899576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9fb7fa22-178f-481d-bb83-f736c1eec8f4 · outbound

This paper cites Deep learning for mmWave beam and blockage prediction using sub-6 GHz channels,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Deep learning for mmWave beam and blockage prediction using sub-6 GHz channels,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.508217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d45c547-cd68-4f03-ab13-fd7e9d26b57f · outbound

This paper cites Deep learning for TDD and FDD massive MIMO: Mapping channels in space and frequency,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Deep learning for TDD and FDD massive MIMO: Mapping channels in space and frequency,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.878597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 6b5f7e44-1775-411e-8656-da3015783914 · outbound

This paper cites Redefining wireless com- munication for 6G: Signal processing meets deep learning with deep unfolding,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Redefining wireless com- munication for 6G: Signal processing meets deep learning with deep unfolding,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.865807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b2e0e634-57d7-47e8-b8be-c9261e325166 · outbound

This paper cites Temporal 3D ConvNets: New Architecture and Transfer Learning for Video Classification.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Temporal 3D ConvNets: New Architecture and Transfer Learning for Video Classification

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-12T21:18:14.689171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation f12fba26-7c5b-474e-b842-5704e115890f · outbound

This paper cites Long-term recurrent convolutional networks for visual recognition and description,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Long-term recurrent convolutional networks for visual recognition and description,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.851522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 50b76bd2-7626-4d07-bf25-3f511d2ecac9 · outbound

This paper cites Neural Machine Translation by Jointly Learning to Align and Translate.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Neural Machine Translation by Jointly Learning to Align and Translate

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.532852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2d715b8-2d1b-40b0-b2e4-d344b80a747f · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels BERT: Pre-training of deep bidirectional transformers for language understanding,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.537574Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da8b5c9d-d08c-49fc-9711-71c4ac456e29 · outbound

This paper cites Mistral 7B.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Mistral 7B

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.541930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3cdf654-a01d-4142-b04e-63a61bceeadc · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.546323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dee2fd4-8ff0-4963-8385-277f4d7c39bf · outbound

This paper cites GPT-4 Technical Report.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels GPT-4 Technical Report

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.551665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f86ca30-debf-46bd-9e60-34c815ac7fc9 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.557220Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c264f16-a53a-4a0b-a468-75c9d73e0e4f · outbound

This paper cites Robust speech recognition via large-scale weak super- vision,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Robust speech recognition via large-scale weak super- vision,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.561891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fed63612-20e9-4a84-92a9-81707712dd05 · outbound

This paper cites Hubert: Self-supervised speech representation learning by masked prediction of hidden units,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Hubert: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.566756Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a9b4107-a121-4015-88b6-66af5e0239bf · outbound

This paper cites An image is worth 16x16 words: Transformers for image recognition at scale,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels An image is worth 16x16 words: Transformers for image recognition at scale,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.570739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 152d6cf6-bda0-4b5c-9219-78f8a6960900 · outbound

This paper cites Transformers in vision: A survey,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Transformers in vision: A survey,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.797226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 44859ee5-01cf-4cf6-a2b6-c494778de54e · outbound

This paper cites A survey on vision transformer,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels A survey on vision transformer,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.579619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ee1e79a-cebc-40db-a9ee-c4ee51c905a6 · outbound

This paper cites Long short-term memory,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Long short-term memory,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.775936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation edd488a2-52a3-4a4c-95ce-faff0da5cb92 · outbound

This paper cites Deep residual learning for image recognition,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Deep residual learning for image recognition,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.588165Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 732f3d18-87f0-41d2-b25f-6e034145d70f · outbound

This paper cites CrossViT: Cross-attention multi- scale vision transformer for image classification,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels CrossViT: Cross-attention multi- scale vision transformer for image classification,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.754376Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9e54891f-6428-4f58-a58d-c1c30bc9f61e · outbound

This paper cites [CLS] token is all you need for zero-shot semantic segmentation,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels [CLS] token is all you need for zero-shot semantic segmentation,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.740061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1f4bb368-3eca-4c99-b340-a1cf432422c1 · outbound

This paper cites DeepMIMO: A generic deep learning dataset for mil- limeter wave and massive MIMO applications,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels DeepMIMO: A generic deep learning dataset for mil- limeter wave and massive MIMO applications,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.726652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b7870d78-df61-41f4-b1c7-51c734029926 · outbound

This paper cites What do you learn from context? probing for sentence structure in contextualized word representations,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels What do you learn from context? probing for sentence structure in contextualized word representations,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T21:18:14.711690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c596a08f-d60c-495d-80fa-c65a8e478196 · outbound

This paper cites Convolutional neural net- work based multiple-rate compressive sensing for massive MIMO CSI feedback: Design, simulation, and analysis,.

Large Wireless Model (LWM): A Foundation Model for Wireless Channels Convolutional neural net- work based multiple-rate compressive sensing for massive MIMO CSI feedback: Design, simulation, and analysis,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T21:18:14.608855Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 402797e5-f3ec-4c3c-a2a0-0e79b1c96bc2 · inbound

A Dataset Similarity Evaluation Framework for Wireless Communications and Sensing cites this paper.

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T20:38:57.660660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de92bcc0-eae1-4bdc-9f12-6f8066b96a9b · inbound

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems cites this paper.

Digital Twin Assisted Beamforming Design for Integrated Sensing and Communication Systems Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T19:07:57.981349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30d3c559-d278-4f86-9f51-22ad517f4de2 · inbound

WiFo: Wireless Foundation Model for Channel Prediction cites this paper.

WiFo: Wireless Foundation Model for Channel Prediction Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-11T17:31:41.251147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 70a3c28c-0ae7-49a8-9ff9-09e95b7e57df · inbound

BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction cites this paper.

BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T22:24:43.996610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b4046ac-2dde-4fb3-ad68-1e4562a1c279 · inbound

Empowering Large Language Models in Wireless Communication: A Novel Dataset and Fine-Tuning Framework cites this paper.

Empowering Large Language Models in Wireless Communication: A Novel Dataset and Fine-Tuning Framework Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T19:57:25.438476Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e27e507a-df17-4726-bf75-8114b9a2346c · inbound

Prompt-Enabled Large AI Models for CSI Feedback cites this paper.

Prompt-Enabled Large AI Models for CSI Feedback Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-10T19:06:58.601303Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f52fa0e-72c7-4d2b-a589-98707a1f93ef · inbound

WirelessGPT: A Generative Pre-trained Multi-task Learning Framework for Wireless Communication cites this paper.

WirelessGPT: A Generative Pre-trained Multi-task Learning Framework for Wireless Communication Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T18:56:46.984260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95dd5221-9a3d-41bf-ada0-169d3d813195 · inbound

Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G Networks cites this paper.

Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G Networks Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T21:20:15.106297Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0deadac-09a8-4854-87ff-9f5aa3b11d17 · inbound

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting cites this paper.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-07T10:30:26.986534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a30e07ae-0a10-440e-aad5-27403af55d30 · inbound

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration cites this paper.

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 103

Resolution: unresolved; no resolver link, observed 2026-08-07T05:33:55.805872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07105355-dade-4608-b6e8-8b5c2f14b5b5 · inbound

Foundation Model-Aided Deep Reinforcement Learning for RIS-Assisted Wireless Communication cites this paper.

Foundation Model-Aided Deep Reinforcement Learning for RIS-Assisted Wireless Communication Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T04:45:46.032404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a856e9a2-a340-4a2d-b6bc-137c9e3cda8c · inbound

LVM4CSI: Enabling Direct Application of Pre-Trained Large Vision Models for Wireless Channel Tasks cites this paper.

LVM4CSI: Enabling Direct Application of Pre-Trained Large Vision Models for Wireless Channel Tasks Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T19:37:33.196544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03fedd6a-bec7-4490-a875-5721459cda3d · inbound

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities cites this paper.

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T16:24:45.666716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 016aaebc-7c09-499b-a8f6-7b1c6678013c · inbound

WiFo-CF: Wireless Foundation Model for CSI Feedback cites this paper.

WiFo-CF: Wireless Foundation Model for CSI Feedback Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T00:56:04.429738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8150431e-8e49-4d62-9db8-7e27af8db26b · inbound

Agentic Link Construction for Environment and Intent Aware 6G Communication cites this paper.

Agentic Link Construction for Environment and Intent Aware 6G Communication Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-18T00:45:33.128852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 61755a63-5e96-4acf-96fb-762ad54d2092 · inbound

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design cites this paper.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-17T05:19:04.920081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 70b4c792-66ee-4f91-b985-f76f97de9fd8 · inbound

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design cites this paper.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.449884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c8682b0-a2f5-42dd-9277-9e71ff408b25 · inbound

Topological sum rule for geometric phases of quantum gates cites this paper.

Topological sum rule for geometric phases of quantum gates Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T15:33:59.448352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 517c4063-4f8f-411a-aaa7-0c33a38477ca · inbound

A Graph Foundation Model for Wireless Resource Allocation cites this paper.

A Graph Foundation Model for Wireless Resource Allocation Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:35:52.865742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation c81e3a07-7854-460d-8e5b-ab2d9439f63f · inbound

WiFo-MiSAC: A Wireless Foundation Model for Multimodal Sensing and Communication Integration via Synesthesia of Machines (SoM) cites this paper.

WiFo-MiSAC: A Wireless Foundation Model for Multimodal Sensing and Communication Integration via Synesthesia of Machines (SoM) Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:11:06.883874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 30fcddb2-0d0c-42f5-873a-6baf2c010260 · inbound

Enwar 3.0: An Agentic Multi-Modal LLM Orchestrator for Situation-Aware Beamforming, Blockage Prediction, and Handover Management cites this paper.

Enwar 3.0: An Agentic Multi-Modal LLM Orchestrator for Situation-Aware Beamforming, Blockage Prediction, and Handover Management Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:46:32.457382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation d703fb14-cc58-45c8-9384-a72d63f945ea · inbound

RFPrompt: Prompt-Based Expert Adaptation of the Large Wireless Model for Modulation Classification cites this paper.

RFPrompt: Prompt-Based Expert Adaptation of the Large Wireless Model for Modulation Classification Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-12T10:41:31.819398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 7ad0f4e5-4c11-4e25-9cbc-bee49eefa5ef · inbound

How Big Should a Wireless Foundation Model Be? cites this paper.

How Big Should a Wireless Foundation Model Be? Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-11T01:40:52.050009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation af5f8771-990c-473a-89c6-10b06f71b3ee · inbound

SiFo: Wireless Foundation Model for Low-Overhead Site-Specific CSI Feedback cites this paper.

SiFo: Wireless Foundation Model for Low-Overhead Site-Specific CSI Feedback Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 4

Resolution: verified exact; arxiv_id, observed 2026-05-19T21:47:48.401380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 1a2191ea-e716-4756-9e64-433a2f87ba25 · inbound

Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence cites this paper.

Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T21:07:46.964262Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 91905f54-1853-4760-b4d1-8a8f222b59e3 · inbound

SPA-MAE: A Physics-Guided CSI Foundation Model for Wireless Physical Layer cites this paper.

SPA-MAE: A Physics-Guided CSI Foundation Model for Wireless Physical Layer Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-20T02:07:58.896360Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation aff5c2b3-4304-4e6d-9960-c17130a08133 · inbound

LWM-CDE: A Representation Space for Wireless Data Reasoning and Transferability cites this paper.

LWM-CDE: A Representation Space for Wireless Data Reasoning and Transferability Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-30T15:04:46.266907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 945ca1d6-01ab-49b1-9573-286c4c935a23 · inbound

WiSER: A Wireless Scene Encoder for Geometry-Grounded Multi-View Wireless Prediction cites this paper.

WiSER: A Wireless Scene Encoder for Geometry-Grounded Multi-View Wireless Prediction Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 14

Resolution: verified exact; arxiv_id, observed 2026-07-02T10:16:52.322607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 9de17c9f-e53c-4ca6-ac50-828caa769bba · inbound

Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy cites this paper.

Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 50

Resolution: verified exact; arxiv_id, observed 2026-07-02T14:47:03.889807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation fc4f4906-f1d1-4ae3-bb25-ce71314dfc97 · inbound

ConsisFormer: Compute-Efficient Transformer for Wireless Foundation Models Based on Channel Consistency cites this paper.

ConsisFormer: Compute-Efficient Transformer for Wireless Foundation Models Based on Channel Consistency Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-04T05:09:36.482552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation 591bce62-04b7-469f-a3dd-ee4056278ffe · inbound

Towards CSI-Native Foundation Models: A Channel-Adaptive Roadmap for 6G cites this paper.

Towards CSI-Native Foundation Models: A Channel-Adaptive Roadmap for 6G Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-07-03T17:08:43.164285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

Observation b9f472ba-fbcd-43b4-abea-d9f1aeaf9649 · inbound

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing cites this paper.

M3F-UAV: A Missing-Modality Multimodal Foundation Model for Low-Altitude Wireless Sensing Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T04:32:18.347217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f86b53bf-272d-41cc-b4e7-9be7e3e63955 · inbound

Hierarchical Wireless Foundation Model for Multi-Task Optimization cites this paper.

Hierarchical Wireless Foundation Model for Multi-Task Optimization Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T19:45:30.547399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17380876-20b6-4fea-a876-c144b2d6c2e6 · inbound

PERA: A Perceive-Reason-Act Interface Bridging Sensing, Cognitive Reasoning, and Trustworthy Agentic Response for 6G cites this paper.

PERA: A Perceive-Reason-Act Interface Bridging Sensing, Cognitive Reasoning, and Trustworthy Agentic Response for 6G Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T19:39:18.627753Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee140b3f-436f-4e75-b331-d83afb883bd2 · inbound

Cross-System Neural Precoder: Exploiting Structural Consistency for Fast Adaptation cites this paper.

Cross-System Neural Precoder: Exploiting Structural Consistency for Fast Adaptation Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-30T14:29:39.912355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1a5345e-b311-45a2-b4b5-e89ba00b5f8e · inbound

CENTILE: A Telemetry Foundation Model Evaluated by the Decisions It Drives cites this paper.

CENTILE: A Telemetry Foundation Model Evaluated by the Decisions It Drives Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T22:11:24.977311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 012b49bd-8bbe-4735-b91c-1984e6a2186e · inbound

MultiPathFormer: Towards a Foundation Model for Multipath Wireless Propagation cites this paper.

MultiPathFormer: Towards a Foundation Model for Multipath Wireless Propagation Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T05:58:23.978195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d84c7f73-4543-4d4a-a6c4-0b01564f65ff · inbound

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks cites this paper.

From Passive Mirrors to Active Agents: Holonic Digital Twins for Physical AI over Networks Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T12:10:29.443651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f79d0d5b-0d77-448d-9b8a-34061b8864e2 · inbound

WiFo-INR: A Wireless Foundation Model Based on Implicit Neural Representations cites this paper.

WiFo-INR: A Wireless Foundation Model Based on Implicit Neural Representations Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-12T00:36:19.100924Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.