Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T19:19:40.883270Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 35 of 35 outbound references and 15 inbound Pith citation observations for arXiv:2507.05938.
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 2026-08-06T19:19:40.883270Z
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 2026-08-06T20:23:59.422026Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T20:30:08.591780Z
35 of 35 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 90ee69ad-b9ae-4931-9fa4-c24b486974b4 · outbound
A Wireless Foundation Model for Multi-Task Prediction Toward a 6G AI-native air interface,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc514325-1396-4237-b6b8-dda55b836678 · outbound
A Wireless Foundation Model for Multi-Task Prediction Neural network-based fading channel prediction: A comprehensive overview,
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 92f19f10-51ae-44b9-aa94-beea92542f16 · outbound
A Wireless Foundation Model for Multi-Task Prediction Deep CLSTM for predictive beamforming in integrated sensing and communication-enabled vehicular networks,
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 1c898e3f-9ba7-4dd5-85d0-f6991eed4243 · outbound
A Wireless Foundation Model for Multi-Task Prediction LSTM network: A deep learning approach for short-term traffic fore- cast,
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 1fc20bf1-8224-40e8-8d3f-a6b79e2d229d · outbound
A Wireless Foundation Model for Multi-Task Prediction Addressing the curse of mo- bility in massive mimo with prony-based angular-delay domain channel predictions,
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 27d04e0e-275a-43f9-90b5-47fa7246818a · outbound
A Wireless Foundation Model for Multi-Task Prediction Performance analysis of channel extrapolation in FDD massive MIMO systems,
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 3fe82a77-a740-489e-9d2c-d2c79241177f · outbound
A Wireless Foundation Model for Multi-Task Prediction Deep learning for fading channel prediction,
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 370a6ab0-a677-4123-94a1-a6a5a8967f52 · outbound
A Wireless Foundation Model for Multi-Task Prediction Accurate channel prediction based on transformer: Making mobility negligible,
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 7172b9b3-7903-4632-beef-6aabda347371 · outbound
A Wireless Foundation Model for Multi-Task Prediction Cram´er-rao bound optimization for joint radar-communication beamforming,
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 40c4f0d3-ab2f-4cf1-ad62-721912f33168 · outbound
A Wireless Foundation Model for Multi-Task Prediction Radar-assisted predic- tive beamforming for vehicular links: communication served by sensing,
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 b16cb330-0c53-4b84-b2e5-690a5e1c6af2 · outbound
A Wireless Foundation Model for Multi-Task Prediction Bayesian predictive beamforming for vehicular networks: a low-overhead joint radar-communication approach,
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 e51d9eab-ad3f-4f9f-85f3-507f23e9f007 · outbound
A Wireless Foundation Model for Multi-Task Prediction Spatial–temporal graph neural network traffic prediction based load balancing with reinforcement learning in cellular networks,
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 86365dc7-7624-4b6d-a5f7-575a792f3942 · outbound
A Wireless Foundation Model for Multi-Task Prediction A data-driven base station sleeping strategy based on traffic prediction,
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 50cf6202-e026-4a84-9c74-aa6caf9cc2e8 · outbound
A Wireless Foundation Model for Multi-Task Prediction A survey of anticipatory mobile networking: Context-based classification, prediction methodologies, and op- timization techniques,
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 0b4506bb-edf0-400c-a7a6-20c7a0f4a6a6 · outbound
A Wireless Foundation Model for Multi-Task Prediction A survey of time series forecasting from stochastic method to soft computing,
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 08fc9c13-7d8a-405d-8330-776ac0583c53 · outbound
A Wireless Foundation Model for Multi-Task Prediction A study of deep learn- ing networks on mobile traffic forecasting,
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 1305bc91-8551-441c-a560-78a03b6da8f8 · outbound
A Wireless Foundation Model for Multi-Task Prediction Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f7a3357-bf0c-4c17-a674-5e6bf9468f71 · outbound
A Wireless Foundation Model for Multi-Task Prediction Attention based spatial-temporal graph convo- lutional networks for traffic flow forecasting,
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 de40b445-8e77-4db4-bc0f-b289b2b31492 · outbound
A Wireless Foundation Model for Multi-Task Prediction Language models are unsupervised multitask learners,
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 2f7ac596-475c-4113-9d9f-2d8ceb96c678 · outbound
A Wireless Foundation Model for Multi-Task Prediction Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9a6b817-15b8-429b-8551-4f631943de71 · outbound
A Wireless Foundation Model for Multi-Task Prediction Beam prediction based on large language models,
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 2597ef07-8cae-45b7-ae14-c8c59f8af31b · outbound
A Wireless Foundation Model for Multi-Task Prediction LLM4CP: Adapting large language models for channel prediction,
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 48b5d914-d762-44b4-8e82-988936fb4f52 · outbound
A Wireless Foundation Model for Multi-Task Prediction Large Language Model Enabled Multi-Task Physical Layer Network
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bc51b37-fddb-4cbd-89b6-095b8690434b · outbound
A Wireless Foundation Model for Multi-Task Prediction On the Opportunities and Risks of Foundation Models
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 978986e9-2df1-4c77-9745-75613f7728d6 · outbound
A Wireless Foundation Model for Multi-Task Prediction A survey of millimeter wave communications (mmWave) for 5G: opportu- nities and challenges,
Reference 25
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 00ca6d3c-d612-45e6-ad51-eee728121c43 · outbound
A Wireless Foundation Model for Multi-Task Prediction A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7359209d-853b-4620-aefe-e79b3319bc7f · outbound
A Wireless Foundation Model for Multi-Task Prediction Instance Normalization: The Missing Ingredient for Fast Stylization
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5571358a-bcaa-432c-ae7a-605022e94058 · outbound
A Wireless Foundation Model for Multi-Task Prediction Deep residual learning for image recognition,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 824a0396-7f33-452b-bcd3-bbb8271b9c54 · outbound
A Wireless Foundation Model for Multi-Task Prediction Attention is all you need,
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e0325d3-a06e-410a-a7a3-eab3bd5074c4 · outbound
A Wireless Foundation Model for Multi-Task Prediction Are transformers effective for time series forecasting?
Reference 30
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 cbf719ee-bb45-4053-a764-e41947bf197d · outbound
A Wireless Foundation Model for Multi-Task Prediction A decoder-only foundation model for time-series forecasting,
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 1d184f41-79d7-42d8-b3a7-4ac6352eec1b · outbound
A Wireless Foundation Model for Multi-Task Prediction QuaDRiGa: A 3-D multi-cell channel model with time evo- lution for enabling virtual field trials,
Reference 32
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 37086819-7c55-44f3-9f3a-4206daa6830d · outbound
A Wireless Foundation Model for Multi-Task Prediction A multi- source dataset of urban life in the city of milan and the province of trentino,
Reference 33
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 d3c31cce-070c-4e75-9910-bfa9602cb679 · outbound
A Wireless Foundation Model for Multi-Task Prediction Fundamentals of recurrent neural network (RNN) and long short-term memory (LSTM) network,
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 5449c3ca-2809-4d6b-9708-8ca6778d6e4b · outbound
A Wireless Foundation Model for Multi-Task Prediction Informer: Beyond efficient transformer for long sequence time-series forecasting,
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 83661892-245c-4030-abe2-1e4afd1aeafd · inbound
Towards channel foundation models (CFMs): Motivations, methodologies and opportunities A Wireless Foundation Model for Multi-Task Prediction
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5097d66c-4bef-45c9-8c7b-02c3f4819896 · inbound
EMind: A Foundation Model for Multi-task Electromagnetic Signals Understanding A Wireless Foundation Model for Multi-Task Prediction
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6796becc-feef-4fde-93dc-e0fe6bfbccb7 · inbound
AirFM-DDA: Air-Interface Foundation Model in the Delay-Doppler-Angle Domain for AI-Native 6G A Wireless Foundation Model for Multi-Task Prediction
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 9cf1a03e-91be-4c90-906a-4dff46d9a074 · inbound
SiFo: Wireless Foundation Model for Low-Overhead Site-Specific CSI Feedback A Wireless Foundation Model for Multi-Task Prediction
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 d6e97988-c629-432e-89c5-511ee71d801b · inbound
Against the Monolithic Wireless World Model: Why NextG Needs Composable and Agentic Intelligence A Wireless Foundation Model for Multi-Task Prediction
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 5aaf0fc3-80c4-4afe-8ca0-79a5387b2d27 · inbound
PilotWiMAE: Pilot-Native Representation Learning for Wireless Channels A Wireless Foundation Model for Multi-Task Prediction
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 b18c61aa-9c85-4460-8a3b-b8e7a4178d82 · inbound
Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy A Wireless Foundation Model for Multi-Task Prediction
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 fe867e0d-7069-4c2e-907d-aa026345c365 · inbound
A Unified Adaptive Feature Composition Framework for Multi-Task Generalization in Wireless Foundation Models A Wireless Foundation Model for Multi-Task Prediction
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 45ad5629-090c-4a1f-aa4c-9e0caf8ffb29 · inbound
ConsisFormer: Compute-Efficient Transformer for Wireless Foundation Models Based on Channel Consistency A Wireless Foundation Model for Multi-Task Prediction
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 7848eed3-71c7-45ed-b3d6-c95e9bd2e360 · inbound
CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency A Wireless Foundation Model for Multi-Task Prediction
Reference 30
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 20342710-45d1-4cf9-9451-02ad7cf03c11 · inbound
CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models A Wireless Foundation Model for Multi-Task Prediction
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6de4fb72-7218-4293-a4bc-438a48a943c1 · inbound
Hierarchical Wireless Foundation Model for Multi-Task Optimization A Wireless Foundation Model for Multi-Task Prediction
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a5df8e8-0496-4831-b997-757aeb1df7ae · inbound
Cross-System Neural Precoder: Exploiting Structural Consistency for Fast Adaptation A Wireless Foundation Model for Multi-Task Prediction
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75be36e8-f1d8-48b8-a76f-5f5c63bc297a · inbound
Generalizable and Computational Efficient Channel Extrapolation for 6G: A Configurable AI-Driven Framework Built from a Modular Perspective A Wireless Foundation Model for Multi-Task Prediction
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82324cf9-e916-43b7-b1ab-4895a727df87 · inbound
MultiPathFormer: Towards a Foundation Model for Multipath Wireless Propagation A Wireless Foundation Model for Multi-Task Prediction
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.