Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:13:54.071769Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 100 of 206 outbound references and 11 inbound Pith citation observations for arXiv:2505.22311.
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 2026-08-07T13:13:54.071769Z
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 2026-08-07T23:28:05.847222Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-25T07:40:29.067915Z
100 of 206 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c4cc9a56-9114-4e79-820a-72a570d60087 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications 6g wireless networks: Vision, requirements, archi- tecture, and key technologies,
Reference 1
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Unavailable: canonical work link unavailable.
Observation 558c8df9-905e-47d3-a1c1-6fcc104f7920 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Bert: Pre-training of deep bidirectional transformers for language understanding,
Reference 2
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Observation 225480a3-fa6b-4fe7-b984-0aabccadd969 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Improving language understanding by generative pre- training,
Reference 3
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Observation 962b63f6-76ef-4e69-bf54-65074f0a564e · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Language models are unsupervised multitask learners,
Reference 4
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Observation 63df9532-6976-4887-b0aa-78d547b5d670 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Language Models are Few-Shot Learners
Reference 5
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Observation fa5eed23-946b-46a5-bec5-f89e142a21a9 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Exploring the limits of transfer learning with a unified text-to-text transformer,
Reference 6
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Observation 67ced246-1e98-4c0f-b384-7d8d47b2854b · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Training language models to follow instructions with human feedback,
Reference 7
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Observation 3e97c79c-a775-43f2-9393-c15af59e93ea · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Segment anything,
Reference 8
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Observation 0906ceba-f202-4654-8fd3-6b1775d81161 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications GPT-4 Technical Report
Reference 9
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Observation 93bfa007-5228-4a94-ba2f-36b00aec1d4b · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications A cross-domain performance report of open ai chatgpt o1 model,
Reference 11
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Unavailable: canonical work link unavailable.
Observation 7b6a02e3-2076-4f00-bd10-f167edf8d731 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 12
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Unavailable: canonical work link unavailable.
Observation 4d90dd31-e67d-4a0f-aea1-1e27c08ccf57 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Auto-GPT for Online Decision Making: Benchmarks and Additional Opinions
Reference 13
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Unavailable: canonical work link unavailable.
Observation aa84b6ff-06f2-4632-ba31-8c5ea0fcb194 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Babyagi,
Reference 14
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Observation 36223c6a-5614-4f68-92fb-3824c67459f8 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications OpenAgents: An Open Platform for Language Agents in the Wild
Reference 15
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Unavailable: canonical work link unavailable.
Observation 2457e598-d8dc-45f2-bb6f-c864b5528e5f · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review
Reference 16
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Unavailable: canonical work link unavailable.
Observation 5ec632bc-2c14-433f-a200-59e62fc85c0b · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Agentic ai: Autonomous intelligence for complex goals–a comprehensive survey,
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0264c713-3cdc-4436-96ec-2652e63dd585 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 18
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Observation 803fefbd-00fa-4a79-9cce-debcb9b9ae8d · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications A Comprehensive Survey of Large AI Models for Future Communications: Foundations, Applications and Challenges
Reference 19
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Unavailable: canonical work link unavailable.
Observation e27b9f3d-943b-4d54-9ded-0a61e33241d5 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities
Reference 20
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Unavailable: canonical work link unavailable.
Observation 66aa263c-e391-4613-9713-1b5940d0e5ee · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications A survey on large language models for communication, network, and service management: Application insights, challenges, and future directions,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cb76ab77-e76e-4f8e-a984-3917c05b67ed · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Big ai models for 6g wireless networks: Opportunities, challenges, and research directions,
Reference 22
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Unavailable: canonical work link unavailable.
Observation 5eaf8e3b-6441-480a-82fd-3910b736911d · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large language models for networking: Applications, enabling techniques, and challenges,
Reference 23
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Unavailable: canonical work link unavailable.
Observation e5441fdf-b9c1-4311-b3de-09338e3a7fdb · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications 6g wireless communication systems: Applications, requirements, technolo- gies, challenges, and research directions,
Reference 24
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Unavailable: canonical work link unavailable.
Observation b07fbd2a-4ede-4db4-a6b8-8bf7854e6cfe · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large language model enhanced multi-agent systems for 6g communications,
Reference 25
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Unavailable: canonical work link unavailable.
Observation 8970b37b-0958-4c8b-8c34-6220c899c709 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large ai model-based semantic communications,
Reference 26
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Unavailable: canonical work link unavailable.
Observation 170556e1-6c1a-4a63-a628-ef74ff70b159 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications A safer vision-based autonomous planning system for quadrotor uavs with dynamic obstacle trajectory prediction and its application with llms,
Reference 27
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Unavailable: canonical work link unavailable.
Observation 677aa1e7-77a9-4a8e-8a82-58094691d243 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large language models empowered autonomous edge ai for connected intelligence,
Reference 28
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Unavailable: canonical work link unavailable.
Observation 603887fa-fc55-4fa9-9991-4be0dc14080e · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Agentic Reasoning: A Streamlined Framework for Enhancing LLM Reasoning with Agentic Tools
Reference 29
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Unavailable: canonical work link unavailable.
Observation f48848d5-ab01-4aed-a172-2536e0e52955 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Attention is all you need,
Reference 30
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Unavailable: canonical work link unavailable.
Observation 805e2d8c-004c-4838-acb2-817d69b59b2d · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Witt: A wire- less image transmission transformer for semantic communications,
Reference 31
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Unavailable: canonical work link unavailable.
Observation 0cf91da1-d493-426a-9352-76439a6e0933 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Unveiling the Power of Complex-Valued Transformers in Wireless Communications
Reference 32
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Unavailable: canonical work link unavailable.
Observation 103863ed-b0e4-4473-a8ed-d0c9aca08a06 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Multimodal Transformers for Wireless Communications: A Case Study in Beam Prediction
Reference 33
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Unavailable: canonical work link unavailable.
Observation c96fd18a-b38b-4b09-bd39-fe615e1936b2 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Decision transformers for wireless communications: A new paradigm of resource management,
Reference 34
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Unavailable: canonical work link unavailable.
Observation d22d3658-27e2-4121-ac84-c69184918bb3 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 35
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Unavailable: canonical work link unavailable.
Observation f2c04ac0-9f09-4451-be19-578936414b12 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Vision Transformer Based Semantic Communications for Next Generation Wireless Networks
Reference 36
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Unavailable: canonical work link unavailable.
Observation f31119ae-3ce1-410e-bad0-ced00bebbef8 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Vit los v2x: Vision transformers for environment-aware los blockage prediction for 6g vehicular networks,
Reference 37
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Unavailable: canonical work link unavailable.
Observation e4df353e-ded6-4b91-bed9-bb87213385f5 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Fe-skvit: A feature- enhanced vit model with skip attention for automatic modulation recognition
Reference 38
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Unavailable: canonical work link unavailable.
Observation fe58dc13-9dce-46b8-9515-658bdb3f9a46 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Auto-Encoding Variational Bayes
Reference 39
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Unavailable: canonical work link unavailable.
Observation 6eb2297c-cba1-4246-9edc-0972b0163c16 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Prvnet: A novel partially- regularized variational autoencoders for massive mimo csi feedback,
Reference 40
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Unavailable: canonical work link unavailable.
Observation 6bac6e43-7d26-4d39-b3da-ef69cc8640e6 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Joint coding-modulation for digital semantic communications via variational autoencoder,
Reference 41
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Unavailable: canonical work link unavailable.
Observation 9f33a3f0-43d3-498d-888a-ef186edebd06 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Variational autoencoder-enhanced deep neural network-based detection for mimo systems,
Reference 42
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Unavailable: canonical work link unavailable.
Observation 5d66c77d-7cf3-4b74-84ca-d6c67a82fa8b · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Deep unsupervised learning using nonequilibrium thermodynamics,
Reference 43
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Unavailable: canonical work link unavailable.
Observation 5f58a3c9-632b-4433-a638-c2adbc023da8 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications High-resolution image synthesis with latent diffusion models,
Reference 44
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Unavailable: canonical work link unavailable.
Observation 69172a3a-fd91-47ab-810f-843add20266f · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Hierarchical Text-Conditional Image Generation with CLIP Latents
Reference 45
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Unavailable: canonical work link unavailable.
Observation 8eca3653-073a-416e-93ef-f549ada217c0 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Improving image generation with bet- ter captions,
Reference 46
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Unavailable: canonical work link unavailable.
Observation d0ff246b-1f9f-4098-8b0d-3a1475fd8f60 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Photorealistic text-to-image diffusion models with deep language understanding,
Reference 47
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Unavailable: canonical work link unavailable.
Observation 24600b86-822c-4a98-89b6-9a34215d5fe9 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Conditional denoising diffusion-based channel estimation for fast time-varying mimo-ofdm systems,
Reference 48
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Unavailable: canonical work link unavailable.
Observation bc0d29af-261c-4765-88ac-c374acd35c6e · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Dif- fusion models for audio semantic communication,
Reference 49
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Unavailable: canonical work link unavailable.
Observation 41f06760-04c0-4078-acb8-8afc4230dc2f · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Dmce: Diffusion model channel enhancer for multi-user semantic communication systems,
Reference 50
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Unavailable: canonical work link unavailable.
Observation db6d6ea9-5742-4d5e-90e7-194be1b5a3dc · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Diffusion-based radio signal augmentation for automatic modulation classification,
Reference 51
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Observation 064c9162-d833-4f6f-86ef-b000d022612c · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Scalable diffusion models with transformers,
Reference 52
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Observation c0af3417-603d-47ee-bb53-d8270ee5ce0d · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models
Reference 53
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Observation 687ba42a-575b-4a8f-8f1f-f7a3212f991b · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Adaptive mixtures of local experts,
Reference 54
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Observation 27a0e68b-6024-4a56-9b8a-3c0004a70fa5 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Glam: Efficient scaling of language models with mixture-of-experts,
Reference 55
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Observation 55023f57-42f0-46f8-8060-6e88c5adfc15 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Mixtral of Experts
Reference 56
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Observation 27d874e1-5c43-4ae3-9f6c-3b13677f1958 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Enhancing physical layer communication security through generative ai with mixture of experts,
Reference 57
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Observation 3f9b8c92-50b5-4581-a626-eed5d72675df · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Generative ai agents with large language model for satellite networks via a mixture of experts transmission,
Reference 58
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Observation 16c8dc16-dc11-40e9-bd37-5c0fd214406e · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications MoE-AMC: Enhancing Automatic Modulation Classification Performance Using Mixture-of-Experts
Reference 59
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Observation 2c2f2b92-3eb3-4536-b133-bb49cf28aa94 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Gemini: A Family of Highly Capable Multimodal Models
Reference 60
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Observation 981d56a6-f191-4770-a567-b6df5558dca5 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 61
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Observation 756e507a-0024-4204-8124-85ed64996305 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications LLaMA: Open and Efficient Foundation Language Models
Reference 62
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Observation beedcef3-19c2-432b-b071-67b5d008525b · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Llama 2: Open Foundation and Fine-Tuned Chat Models
Reference 63
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Observation 1bcd71b5-96e0-41a9-8180-0ff9b014b6d2 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications The Llama 3 Herd of Models
Reference 64
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Observation ba49c291-c27e-4371-90d6-0e561c7fdbff · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large ai model empowered multimodal semantic communications,
Reference 65
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Observation b95999f9-6974-4d25-8c9b-9b33d84ff44c · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications A survey on large language model (llm) security and privacy: The good, the bad, and the ugly,
Reference 66
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Observation 79387700-2ead-4bf8-9f2f-a5b484f7dfd9 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Masked autoencoders are scalable vision learners,
Reference 67
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Observation b294675f-7962-4955-b215-6d5affdadff4 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications DINOv2: Learning Robust Visual Features without Supervision
Reference 68
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Observation cd818044-d541-4f37-ae18-dc7aaee21276 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Segment Anything Meets Semantic Communication
Reference 69
Source-reported events for the cited work
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Observation 17d21303-0ce4-41f7-99ac-38fa7d6d09a2 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Lightweight Vision Model-based Multi-user Semantic Communication Systems
Reference 70
Source-reported events for the cited work
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Observation 3a13c494-02d0-4ac5-938b-aa461e29c527 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Visual instruction tuning,
Reference 71
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Observation 87ff56ab-ba27-41fa-9d7f-5dbc39b262bf · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Llava-grounding: Grounded visual chat with large multimodal models,
Reference 72
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Observation 61957d92-1bc7-46f0-b676-9900ac0d4a92 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Llava-uhd: an lmm perceiving any aspect ratio and high-resolution images,
Reference 73
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Observation e913706a-4ff1-4265-83b1-d01153fb5aaa · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Latency-Aware Generative Semantic Communications with Pre-Trained Diffusion Models
Reference 74
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Observation c4315b46-8f59-464a-9e8d-f929db9065f5 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Large Multi-Modal Models (LMMs) as Universal Foundation Models for AI-Native Wireless Systems
Reference 75
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Observation 7ddcc9ac-dade-4fab-b2ab-26fd0cf6e852 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Application of frozen large-scale models to multimodal task-oriented dialogue
Reference 76
Source-reported events for the cited work
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Observation 8649973a-e863-46fd-9b3b-8a86ef7f221c · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications A Comprehensive Survey of Reinforcement Learning: From Algorithms to Practical Challenges
Reference 77
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Observation afa33a7b-1757-4004-954c-496e859114af · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Instruction tuning for large language models: A survey,
Reference 78
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Observation f604b46b-c645-4abc-9113-05b16147fd85 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Chain-of-thought prompting elicits reasoning in large language models,
Reference 79
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Observation dd3a5aa4-a182-4432-838c-4244a6c8d57d · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Retrieval- augmented generation for knowledge-intensive nlp tasks,
Reference 80
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Observation 3fbe6b62-f1b0-417c-b6ed-b7c7dc1cdb85 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 81
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Observation 29ecdaa9-2319-404c-b8c4-9f94c4d5ee96 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Qwen2.5 Technical Report
Reference 82
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Observation ea6a8774-66b0-487b-8999-c313a6d26e2a · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Efficient selectivity and backup operators in monte-carlo tree search,
Reference 83
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Observation 85e362f4-6950-4b45-a4bd-7d0e0692b82e · outbound
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Observation ff515dfc-b3c8-40eb-9c7c-2c2f17d0c781 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints
Reference 85
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Observation e668699a-9552-4a61-b6c2-557bebeffd57 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Fast Transformer Decoding: One Write-Head is All You Need
Reference 86
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Observation d775b797-b8e8-4dad-8488-9bea4ccd76f2 · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications TinyLlama: An Open-Source Small Language Model
Reference 87
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Observation aa2a1d2e-a869-4b36-a461-6ae4460f00cc · outbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance
Reference 88
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Reference 90
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Reference 91
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Reference 92
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Reference 93
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Reference 94
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Reference 95
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Reference 96
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Reference 97
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Reference 98
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Reference 99
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Reference 100
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Reference 101
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Reference 119
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Reference 102
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Reference 45
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Reference 17
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Reference 44
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Reference 43
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Reference 44
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Reference 20
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Reference 18
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