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@changgaowei: https://x.com/changgaowei/status/2095077380784075227

X AI KOLs Following · 22h ago Cached

ANP has been listed as a candidate protocol in 3GPP’s study of AI protocols for 6G, highlighting advancements in AI integration for future networks.

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#6g

Multi-perspective Imbalance-Conscious 6G Beamforming Optimization and Performance

arXiv cs.LG · 2026-08-14 Cached

This paper presents a systematic machine learning study of 6G-IoT beamforming optimization, comparing network, environmental, device, and vision feature groups for predictive power, and applying clustering methods to enhance performance.

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#6g

3GPP Version 19

Hacker News Top · 2026-07-24 Cached

3GPP has completed Release 19, the second 5G-Advanced specification, setting the stage for future 6G studies in Release 20.

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#6g

A VAE-Driven Multi-Task Satellite-Aided Semantic Communication Framework for 6G-Enabled Connected Autonomous Vehicles

arXiv cs.LG · 2026-07-16 Cached

Proposes a VAE-based multi-task semantic communication framework for satellite-assisted autonomous driving, achieving significant bandwidth reduction while maintaining performance for traffic sign reconstruction and classification.

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#6g

JEPA for AI-Native 6G: Predictive Representations and Open Challenges

arXiv cs.LG · 2026-07-14 Cached

This paper presents a tutorial on using Joint-Embedding Predictive Architecture (JEPA) for self-supervised learning in 6G networks, along with a beam management case study and open challenges.

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#6g

Optimization Algorithms for Joint OFDM Waveform Design and RIS Configuration in 6G Networks: From Convex Relaxation to Foundation Models

arXiv cs.AI · 2026-07-01 Cached

This survey classifies 78 joint OFDM-RIS optimization works into four paradigms, from convex relaxation to foundation models, and identifies open challenges for 6G networks.

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#6g

Mitigating Anchoring Bias in LLM-Based Agents for Energy-Efficient 6G Autonomous Networks

arXiv cs.AI · 2026-06-18 Cached

This paper proposes a randomized anchoring strategy to mitigate anchoring bias in LLM-based agents for energy-efficient 6G autonomous networks, achieving up to 25% energy savings using a lightweight 1B-parameter model.

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#6g

LLM-Enabled NWDAF: A Step Toward AI-Native 6G Network Intelligence

Hugging Face Daily Papers · 2026-06-10 Cached

This paper presents an open-source NWDAF compatible with Free5GC that integrates an LLM interface for natural language interaction and intent-based network management, aiming toward AI-native 6G networks.

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#6g

PilotWiMAE: Pilot-Native Representation Learning for Wireless Channels

arXiv cs.AI · 2026-05-25 Cached

PilotWiMAE introduces a self-supervised framework that directly ingests noisy pilot observations for wireless channel representation learning, removing the unrealistic full-CSI assumption and enabling robust cross-frequency beam selection and channel estimation that beats supervised baselines.

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#6g

Towards Resilient and Autonomous Networks: A BlueSky Vision on AI-Native 6G

arXiv cs.AI · 2026-05-22 Cached

This paper presents a visionary framework for AI-native 6G networks, proposing a unified foundation model and collaborative multi-agent systems to achieve autonomous, resilient network management beyond fragmented 5G approaches.

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