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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.

NotADayAlone

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Welcome to -NotADayAlone- A Journey Through Music, Culture & Creativity Step into a world where music, art, and deep conversations come together. As a creative entrepreneur, artist, and DJ, I explore the beauty of sound, culture, nature, and travel, bringing you content that inspires, calms, and sparks introspection. Expect: ✨ Cinematic experiences blending music, visuals, and storytelling 🌍 Cultural deep dives into food, travel, and creativity 🎵 Music & DJ sets crafted to move the soul 🧠 Mindful reflections on life, business, and self-growth If you love immersive storytelling, deep emotions, and new perspectives, hit Subscribe and join me on this creative journey. #Music #DJ #Travel #Entrepreneur #Mindfulness #Cinematic #Creativity

Freedom - Comedy - Awakening

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Freedom, Love and Peace Fighters from all over the World, welcome to Tony Baloney News! We aim to provide you with regular updates on the latest and most important news that affect You and all of Humanity while simultaneously ensuring your entertainment and keeping you amused with laughter. Check out our videos and make sure to subscribe and turn on notifications so you won't miss future videos. For business purposes please contact: gt.ventures24@gmail.com