49 citations · 49 across the 6 of their papers we have counts for
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math.OC2025
Isotropic Noise in Stochastic and Quantum Convex Optimization
Annie Marsden, Liam O'Carroll, Aaron Sidford +1
We consider the problem of minimizing a -dimensional Lipschitz convex function using a stochastic gradient oracle. We introduce and motivate a setting where the noise of the sto…
cs.CL2025★ 49 cited
Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
Gheorghe Comanici, Eric Bieber, Mike Schaekermann +3431
In this report, we introduce the Gemini 2.X model family: Gemini 2.5 Pro and Gemini 2.5 Flash, as well as our earlier Gemini 2.0 Flash and Flash-Lite models. Gemini 2.5 Pro is our…
cs.LG2025
Universal Sequence Preconditioning
Annie Marsden, Elad Hazan
We study the problem of preconditioning in sequential prediction. From the theoretical lens of linear dynamical systems, we show that convolving the target sequence corresponds to…