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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Ook Lee

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Open access Aug 2026

CLEAR: Water-Filling Rank Allocation with Sparse Dictionary Representations for Training-Free LLM Compression

CLEAR (Convex-optimal Layer Energy Allocation and Representation), a training-free compression framework that combines an activation-whitened structured-dictionary representation with a provably optimal, globally coordinated budget allocation across layers, is proposed.

Jingjiang Wei, Ook Lee · 0 citations

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