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When AI researchers try to model uncertainty, they often use hacks like the Reparameterization Trick (from VAEs) or Monte Carlo Dropout [6] just to make the math run on a GPU. But this forces the network into a “Gaussian straitjacket,” limiting its ability to hold complex, discrete, multi-peaked hypotheses (like knowing a blurry shape could be a dog or a cat, but definitely not a smooth mathematical average of both).
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Фото: Claudia Greco / Reuters，更多细节参见PDF资料
The footage is seen amid a compilation of images of U.S. warfare posted to the official White House X account. The clip begins with gameplay from Call of Duty: Modern Warfare III, a scene depicting a kill streak animation in which a user unlocks the ability to launch a nuclear arsenal. The video is accompanied by the text "Courtesy of the Red, White & Blue."