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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Ming-Jun Xiao

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Book Open access Aug 2026

HeimdaLLM: Efficient Cloud-assisted Federated Fine-tuning with Zeroth-Order Rectification for LLMs

HeimdaLLM is a cloud-assisted federated fine-tuning framework that combines ZOO with Gradient Rectification (ZGR) and reduces memory footprint for client devices, achieves up to 8.8× faster convergence than the baselines, and improves accuracy by up to 10% over state-of-the-art ZOO methods.

He Sun, Jinrui Zhou, Li Li et al. · 0 citations
Book Open access Aug 2026

HeimdaLLM: Efficient Cloud-assisted Federated Fine-tuning with Zeroth-Order Rectification for LLMs

HeimdaLLM is a cloud-assisted federated fine-tuning framework that combines ZOO with Gradient Rectification (ZGR) and reduces memory footprint for client devices, achieves up to 8.8× faster convergence than the baselines, and improves accuracy by up to 10% over state-of-the-art ZOO methods.

He Sun, Jinrui Zhou, Li Li et al. · 0 citations

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