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Doctrina et Veritas

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TRADITIO ET RATIO VIGEANT The modern traditionalist movement is poisoned by fake "conservatives" of every sort: capitalists, fascists, misogynists, neoconservatives, homosexuals, atheists, and so forth. As G. K. Chesterton wrote, "Tradition means giving votes to the most obscure of all classes, our ancestors. It is the democracy of the dead. Tradition refuses to submit to the small and arrogant oligarchy of those who merely happen to be walking about." YouTube: https://www.youtube.com/@unironicmediaevalist Twi— I mean X: https://x.com/thereactionary_ Truth Social: https://truthsocial.com/@unironicmediaevalist Instagram: https://www.instagram.com/unironicmediaevalist/

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We’ve discovered neurons in CLIP that respond to the same concept whether presented literally, symbolically, or conceptually. This may explain CLIP’s accuracy in classifying surprising visual renditions of concepts, and is also an important step toward understanding the associations and biases that CLIP and similar models learn. Fifteen years ago, Quiroga et al.1 discovered that the human brain possesses multimodal neurons. These neurons respond to clusters of abstract concepts centered around a common high-level theme, rather than any specific visual feature. The most famous of these was the “Halle Berry” neuron, a neuron featured in both Scientific American⁠(opens in a new window) and The New York Times⁠(opens in a new window), that responds to photographs, sketches, and the text “Halle Berry” (but not other names). Two months ago, OpenAI announced CLIP⁠, a general-purpose vision system that matches the performance of a ResNet-50,2 but outperforms existing vision systems on some of the most challenging datasets. Each of these challenge datasets, ObjectNet, ImageNet Rendition, and ImageNet Sketch, stress tests the model’s robustness to not recognizing not just simple distortions or changes in lighting or pose, but also to complete abstraction and reconstruction—sketches, cartoons, and even statues of the objects. Now, we’re releasing our discovery of the presence of multimodal neurons in CLIP. One such neuron, for example, is a “Spider-Man” neuron (bearing a remarkable resemblance to the “Halle Berry” neuron) that responds to an image of a spider, an image of the text “spider,” and the comic book character “Spider-Man” either in costume or illustrated. Our discovery of multimodal neurons in CLIP gives us a clue as to what may be a common mechanism of both synthetic and natural vision systems—abstraction. We discover that the highest layers of CLIP organize images as a loose semantic collection of ideas, providing a simple explanation for both the model’s versatility and the representation’s compactness.

With The Baroness Speaks

4 Followers

This Channel\'s intent is to keep people informed on current/breaking news events, politics, and economics. We also try and educate people on survival techniques, gardening, living off grid, solar power, canning, cooking, and storage, for independent living, which equals FREEDOM! We strive to give the most accurate information, while inviting others to learn along with us as we ourselves learn. We give and devote hours to researching every and ALL topics, as well as consulting and partnering with other creators to bring you the best content available. If you like what you see, we ask that you would help out by hitting the "thumbs up" to like our videos and encourage you to subscribe and hit the bell icon so you don\'t miss any notifications! Thank you, one and all for watching and for your kind support! The Baroness

Veritas Films Verified

2 Followers

Veritas Films" is your gateway to the world's most compelling stories, told through powerful documentaries that uncover truth, explore mysteries, and celebrate the richness of the human experience. From historical revelations and groundbreaking science to untold cultural stories and environmental wonders, Veritas Films brings you deep, thought-provoking explorations of the world around us. With each documentary, we aim to inspire curiosity, foster understanding, and spark meaningful conversations. Join us on a journey to uncover the truths that shape our world.