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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

Jinhee Kim

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Preprint Aug 2026

TASQ: Temporal-Adaptive Bit Sparsification Quantization for Diffusion Models

Static quantization assigns one weight precision to every denoising step. To preserve quality, that precision must accommodate the most quantization-sensitive step, even though many other steps can tolerate fewer bits. The resulting model may satisfy its memory budget, but it repeatedly pays worst-case arithmetic throu...

Seokho Han, Dongwei Wang, Jinhee Kim et al. · 0 citations
Preprint Aug 2026

LowRankArena: A Standardized Evaluation Platform for SVD-Based LLM Compression

LowRankArena is presented, a standardized evaluation platform for SVD-based LLM compression that unifies task versions, uniform-precision compression budgets, comparison regimes, and inference measurements, and provides a reproducible pipeline with over 3 TiB released compressed checkpoints.

Zi-Shan Shao, Li-Xun Zhang, Kang-Ning Cui et al. · 0 citations

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