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Max Collins

المنشورات 2

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EnergyNet in Practice: Long Grid, Short Grids and Mobility-Based Energy Peering

Jonas Birgersson, Max Collins, Marc A. Weiss وآخرون · 2026

Electrification is planned as a network problem: more demand, more upstream capacity, local resources waiting for reinforcement. We argue that a material part of that bill, in money and time, follows from architecture, not electrification itself, and propose the Short Grid as the deployment unit: a locally controlled b …

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CACFG: Curvature-Aware Classifier-Free Guidance and Optimal Control

Diffusion models generate samples by learning to reverse a fixed corruption process, and classifier-free guidance (CFG) is the standard mechanism for conditioning this process on a desired class or prompt. CFG can be applied at varying guidance strengths, and while higher strengths improve image quality and conditional …

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