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cs.LG2026
SVD-Surgeon: Optimal Singular-Value Surgery for Large Language Model Compression
Mahmoud Safari, Frank Hutter
Large language models (LLMs) achieve remarkable performance across a wide range of tasks, but their deployment is constrained by substantial memory and compute requirements. Low-ra…
cs.LG2026
Speedrunning Tabular Foundation Model Pretraining
Salih Bora Ozturk, Alexander Pfefferle, Frank Hutter
Pretraining cost is a major bottleneck for research on tabular foundation models, slowing the iteration cycle for new architectures, priors, and optimization ideas. Yet the communi…