Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-11T17:25:31.632976Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2412.09041.
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 2026-08-11T17:25:31.632976Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 82052167-d8a9-4f15-b82e-f72864716aaa · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model AI for 5G : research directions and paradigms
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b0e4e01b-53c3-4e4f-8f21-a0e031635708 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Edge learning for B5G networks with distributed signal processing: Semantic communication, edge computing, and wireless sensing
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation fb15e8d5-b1d5-4bf0-b5b8-aa9c5209db24 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Energy efficient semantic communication over wireless networks with rate splitting
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8d53c9a1-4b46-4805-9cc8-6c74a4ac39a0 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model The roadmap to 6G: AI empowered wireless networks
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 08e09f71-be9a-4df9-8060-a25943241325 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model When AI meets sustainable 6G
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 273be4c7-51e6-4020-ba27-50277f708875 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Pushing AI to wireless network edge: an overview on integrated sensing, communication, and computation towards 6G
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 63d86c70-f686-4b0b-90cd-698d9484dad0 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Viewing channel as sequence rather than image: A 2-D Seq2Seq approach for efficient MIMO-OFDM CSI feedback
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6c95dea5-09e8-4eb8-96da-5e9af98ea206 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model C-GRBFnet: A physics-inspired generative deep neural network for channel representation and prediction
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 56f04964-cec9-4f3a-8b68-b0ba13f4291f · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model From data-driven learning to physics-inspired inferring: A novel mobile MIMO channel prediction scheme based on neural ODE
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation c9c8360b-4464-4716-a4d6-1899d69a54f6 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Deep learning-based multi-user positioning in wireless FDMA cellular networks
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 20b214c0-1d39-466e-b207-a0479ef29eb1 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Channel mapping based on interleaved learning with complex-domain MLP-Mixer
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5035f94c-c753-4bd0-b487-0e4667e5f307 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Deep CSI compression for dual-polarized massive MIMO channels with disentangled representation learning
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e76f3803-c705-4c8f-be58-7a474b934fef · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Channel Deduction: A New Learning Framework to Acquire Channel from Outdated Samples and Coarse Estimate
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 00084c37-67a2-4968-ba46-31218882c788 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Deep learning-based CSI feedback for beamforming in single- and multi-cell massive MIMO systems
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 5b6926e7-7d2d-4d62-b6ad-317318df79d5 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model On the Opportunities and Risks of Foundation Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a72d15b6-fd72-471e-a51d-cf82ec857e32 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85a6f3b5-85df-4b15-bc32-5338dd303f98 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model DeepSeek-V3 Technical Report
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d25dd362-bfdf-4a00-9608-e3d0df95a709 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Qwen2.5 Technical Report
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fdf51eaf-ad7c-4112-9a25-f07ea98e997f · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Big AI models for 6G wireless networks: Opportunities, challenges, and research directions
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8f265b41-c0ec-4c1f-b50c-f6d3d9aa2c53 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Observations on LLMs for telecom domain: Capabilities and limitations
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6e7f2f3b-cb12-45d6-9714-c690c11df66f · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Large generative AI models for telecom: The next big thing? IEEE Commun Mag, 2024, 62: 84-90
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f861da82-f331-4506-95b8-b2a980ab0150 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Understanding telecom language through large language models
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d94bbc59-cde1-4d86-a8e3-f8b0e47c587d · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Linguistic Intelligence in Large Language Models for Telecommunications
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a551911b-7d58-4af0-9178-2ecaf9f9e7e4 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model TKG : Telecom knowledge governance framework for LLM application, 2023
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8fb9111f-7ae9-43b3-81bc-9eb472a0b27c · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model A Primer on Generative AI for Telecom: From Theory to Practice
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2689b5d4-d350-45c7-b4f9-b52f490a2f47 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Large language models for telecom: Forthcoming impact on the industry
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation d9fb2ed6-6d0c-4cd7-a35a-7547994108d3 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Using large language models to understand telecom standards
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b55f9d2c-3dd7-496b-b521-e9eeb8f1a4ff · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87fdd4ac-0dc1-4644-8f3b-3ab6e57ea355 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Large Language Models in Wireless Application Design: In-Context Learning-enhanced Automatic Network Intrusion Detection
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23200109-66cd-4615-a959-8b8754b60899 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model LLM-Empowered Resource Allocation in Wireless Communications Systems
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4bfbcfde-d284-46e6-ae96-e2e685333831 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Leveraging Large Language Models for Wireless Symbol Detection via In-Context Learning
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92580d4f-cda8-47b3-acb0-6fc79dd96cde · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b956802-fd97-4b40-8566-b89382554818 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Mobile-LLaMA: Instruction fine-tuning open-source LLM for network analysis in 5G networks
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f37cdc4c-1b37-48dd-879e-36b12fdd2178 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model TelecomGPT: A Framework to Build Telecom-Specfic Large Language Models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ecccb954-ce65-4816-9f16-d935413760f6 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b786af5-3021-4ee8-9d81-eef15dac0af2 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Large Language Models (LLMs) Assisted Wireless Network Deployment in Urban Settings
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a3d2652-f96b-43c5-8b41-016ec53c415c · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Telco-RAG: Navigating the Challenges of Retrieval-Augmented Language Models for Telecommunications
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 880d92b7-b813-48d2-b204-156f73af02d8 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model TelecomRAG: Taming Telecom Standards with Retrieval Augmented Generation and LLMs
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dacf4d77-9eae-4d5a-81da-b76ef3b012e7 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Telecom Language Models: Must They Be Large?
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0acabb25-c527-4efc-a328-d4cb2ec5cd71 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Unlocking telecom domain knowledge using LLMs
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 89f8f73f-fbeb-4da5-942b-f9c750319afa · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Design of a large language model for improving customer service in telecom operators
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation a0aeaa78-d948-47e3-8674-08406f942d59 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model SPEC5G: A Dataset for 5G Cellular Network Protocol Analysis
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cb22a39-b901-4827-a060-bfc40183142a · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model TeleQnA: A Benchmark Dataset to Assess Large Language Models Telecommunications Knowledge
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 005c9a75-f7a5-4873-8d62-08cbeee5e6c1 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model TSpec-LLM: An Open-source Dataset for LLM Understanding of 3GPP Specifications
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d557390c-27e1-489b-987e-58e07a01ad99 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Tele-LLMs: A Series of Specialized Large Language Models for Telecommunications
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4dbe698f-76b6-4570-b60b-67ad92f5aebb · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0949748-80e0-4dbc-9f14-873e07d0040e · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model LLM Agents as 6G Orchestrator: A Paradigm for Task-Oriented Physical-Layer Automation
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7288df92-4d3a-4635-ad31-4ab1e2bcda0a · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model LLMind: Orchestrating AI and IoT with LLM for complex task execution
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 8c4ffbca-8b66-4216-8bd3-33b5067fa949 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model When large language model agents meet 6G networks: Perception, grounding, and alignment
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation cf869e3d-0c61-4221-b577-eed86e8be307 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Large language model enhanced multi-agent systems for 6G communications
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 6efc4cd5-e2e0-4cca-8250-d40c142fb983 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Deep learning for massive MIMO CSI feedback
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation f22c09d2-c5be-4461-9899-6aa7ee530b48 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Fingerprint-based localization for massive MIMO-OFDM system With deep convolutional neural networks
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 83ac20ce-615c-48ab-8ee8-612a626cca9b · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Federated learning with unsourced random access
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation b1a18f88-734f-4761-83fd-281c5d874a07 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model CSI-GPT: Integrating Generative Pre-Trained Transformer with Federated-Tuning to Acquire Downlink Massive MIMO Channels
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be4aa709-aed7-48bd-b21c-ff372201e73e · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Csi-LLM: A Novel Downlink Channel Prediction Method Aligned with LLM Pre-Training
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5af658a-c190-486b-9eaf-a99e802df7a8 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model LLM4CP: Adapting Large Language Models for Channel Prediction
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 32d22cb0-7a5c-4a73-820e-02cf1c991c98 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Assessing air-interface dataset similarity and diversity for AI-enabled wireless communications
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 53e3ecff-44b9-40c6-86a5-8a8ed3dbef60 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model VBIM-Net: Variational Born Iterative Network for Inverse Scattering Problems
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 00f11924-4730-4af2-976f-1bfd662d1a5e · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Meta-Material Sensor-Based Internet of Things for Environmental Monitoring by Deep Learning: Design, Deployment, and Implementation
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation e40c9e3d-7d7d-40d7-9714-80980aca38d1 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Stepsize-Adaptive SAMP Algorithm for Fast mmWave Radar Imaging
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
Observation 138beba4-4554-4d77-a913-d7811509add9 · outbound
Towards Wireless Native Big AI Model: The Mission and Approach Differ From Large Language Model Wireless Federated Learning Over Resource-Constrained Networks: Digital Versus Analog Transmissions
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.
No inbound Pith citation observations are available.