"parameterization methods" Papers

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Compute Better Spent: Replacing Dense Layers with Structured Matrices

Shikai Qiu, Andres Potapczynski, Marc Finzi et al.

ICML 2024poster

Non-Vacuous Generalization Bounds for Large Language Models

Sanae Lotfi, Marc Finzi, Yilun Kuang et al.

ICML 2024poster

Scaling Exponents Across Parameterizations and Optimizers

Katie Everett, Lechao Xiao, Mitchell Wortsman et al.

ICML 2024poster