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NeurIPS 2026McGill University/MilaPurdueOptimization

$\gamma$-weakly $\theta$-up-concavity: A Unified Framework for Non-Convex Optimization Beyond DR-Submodular and OSS Functions

Mohammad Pedramfar, Vaneet Aggarwal

Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026

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NeurIPS 2026McGill University/MilaMcGill University, Mila, Paris-SMcGill University & Quebec AILLS and MILA | CNRS Paris-SaclMila / McGillLLM pretraining & scaling laws

From Infrastructure to Interface, the AI Value Chain Drives LLM Homogenization

Khaoula Chehbouni, Cléa Chataigner, Prakhar Ganesh, Pablo Piantanida and 2 more

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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