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Learnware for CSI Feedback: Scene-specific Small Models Can Do Big

Intelligent channel state information (CSI) feedback is essential for realizing the high capacity and spectral efficiency goals of future 6G systems, yet existing deep learning solutions face a trade-off between model generalization and scenario-specific performance. Large neural networks generalize well but incur high computational and tuning costs, while small models excel in particular…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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Kimi K2 API Integration: A No-Fluff Getting Started

Kimi K2 API Integration: A No-Fluff Getting Started Kimi K2 is Moonshot AI's flagship Mixture-of-Experts model, and the first thing developers notice is what it can see.

  • Kimi K2 integrates images with text in same chat interface.
  • Use API key with cURL or Python SDK for integration.
  • Stream responses by setting stream parameter to True.

How to avoid Claude watermarking your content

The answer is where you least expect it.

  • Anthropic will watermark Claude's LLM output to comply with EU AI Act.
  • Watermarks attach to text based on specific word choices.
  • Researchers seek alternative methods to avoid watermarks.

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