2025 "optimization landscape" Papers

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Accelerating Block Coordinate Descent for LLM Finetuning via Landscape Expansion

Qijun Luo, Yifei Shen, Liangzu Peng et al.

NeurIPS 2025poster

The Loss Landscape of Deep Linear Neural Networks: a Second-order Analysis

El Mehdi Achour, Francois Malgouyres, Sebastien Gerchinovitz

ICLR 2025posterarXiv:2107.13289
21
citations

What Does It Mean to Be a Transformer? Insights from a Theoretical Hessian Analysis

Weronika Ormaniec, Felix Dangel, Sidak Pal Singh

ICLR 2025posterarXiv:2410.10986
10
citations