2025 "linear regression" Papers

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Conference

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Paper Type

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A Statistical Theory of Contrastive Learning via Approximate Sufficient Statistics

Licong Lin, Song Mei

NeurIPS 2025posterarXiv:2503.17538
3
citations

Robustness Auditing for Linear Regression: To Singularity and Beyond

Ittai Rubinstein, Samuel Hopkins

ICLR 2025posterarXiv:2410.07916
7
citations

Task Descriptors Help Transformers Learn Linear Models In-Context

Ruomin Huang, Rong Ge

ICLR 2025poster
3
citations

Transformers Handle Endogeneity in In-Context Linear Regression

Haodong Liang, Krishna Balasubramanian, Lifeng Lai

ICLR 2025posterarXiv:2410.01265
4
citations

Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought

Jianhao Huang, Zixuan Wang, Jason Lee

ICLR 2025posterarXiv:2502.21212
18
citations