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Source channel @githubtrending · Post #15141 · Sep 13

#python#large_language_models#machine_learning_systems#natural_language_processing Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable. https://github.com/fla-org/flash-linear-attention

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AI & Law

@ai_and_law · Post #533 · 03/25/2025, 08:04 AM

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🇺🇸No Copyright for AI-Generated Art, U.S. Court Rules A U.S. federal appeals court has reaffirmed that AI-generated works cannot be copyrighted unless a human is involved in their creation. The case, brought by computer scientist Stephen Thaler, challenged the U.S. Copyright Office’s longstanding position that only human authorship qualifies for copyright protection. Thaler had sought copyright for a painting fully created by his AI system, the “Creativity Machine,” but the court rejected the claim, emphasizing that AI itself cannot be the author. This ruling leaves open critical questions about AI-assisted creativity. The court clarified that human authors can register works made "with the assistance" of AI, but did not define where the boundary lies between AI-assisted and AI-generated content. As AI plays an increasing role in creative industries, this legal gray area could shape the future of copyright law. Thaler plans to continue his legal fight, potentially bringing the case to the Supreme Court. #AI#CopyrightLaw#AIGovernance#CreativeAI#Ethics

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ВЕРШИНИН

@neuro_ver · Post #121 · 12/17/2024, 04:53 AM

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Меньше недели я потратил на изучение генеративных моделей, и вот что уже получается. Задумка, усидчивость и терпение, конечно, важны. Результат может быть невероятным. #AIVideo#GenerativeAI#RunwayML#AIContent#PikaLabs#CreativeAI#ContentCreation#TechInnovation#DigitalArt#FutureOfContent

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