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The SSD version of LaCie’s iconic Rugged drive gets a speed boost

Neil Poulton succeeded in elevating the design of external drives two decades ago with the introduction of LaCie’s Rugged line, which features a bright orange bumper to protect data from drops. Today, Seagate announced an updated version of the LaCie…

Apple’s new iPhone charger is a first of its kind

Alongside its new iPhone 17 lineup, Apple casually launched a world’s first last week inside the very dull sounding “Apple 40W Dynamic Power Adapter with 60W Max.” It’s the first charger to support the USB PD 3.2 AVS protocol, giving…

Uncertainty Modeling in Graph Neural Networks via Stochastic Differential Equations

arXiv:2408.16115v5 Announce Type: replace Abstract: We propose a novel Stochastic Differential Equation (SDE) framework to address the problem of learning uncertainty-aware representations for graph-structured data. While Graph Neural Ordinary Differential Equations (GNODEs) have shown promise in learning node representations, they…

When and How Does CLIP Enable Domain and Compositional Generalization?

arXiv:2502.09507v3 Announce Type: replace Abstract: The remarkable generalization performance of contrastive vision-language models like CLIP is often attributed to the diversity of their training distributions. However, key questions remain unanswered: Can CLIP generalize to an entirely unseen domain when trained…