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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.

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Welcome to A.S Clothing Store, your ultimate destination for fashion and style. At A.S Clothing Store, we believe that clothing is not just about covering up; it's a form of self-expression. That's why we offer a diverse range of clothing and accessories to cater to every individual's unique tastes and preferences. Discover the latest trends and timeless classics as you browse through our meticulously curated collection. From casual wear for everyday comfort to elegant outfits for special occasions, we have something for everyone. Our clothing store is designed to make you feel confident and stylish, no matter the occasion. Quality is at the heart of everything we do. We source our products from trusted brands and designers, ensuring that you get the best in terms of both style and durability. Whether you're looking for the perfect pair of jeans, a chic dress, or stylish accessories to complete your look, you'll find it all at A.S Clothing Store. Our friendly and knowledgeable staff is here to assist you in finding the perfect outfit or accessory. They're passionate about fashion and ready to help you put together the ideal ensemble for any event. Join us at A.S Clothing Store and experience the joy of shopping for clothing that suits your style, fits your body, and fits your budget. We look forward to helping you express your unique fashion personality. Visit us today and start your fashion journey with A.S Clothing Store..

Fire Imparted Kingdom Ministries

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Fire Imparted Kingdom Ministries is a back to basics bible believing church. God’s ministry was spoken into existence in the fall of 2017 and legally established in December of 2019. God has called and designated His ministry to be planted in the southeast valley of Maricopa County in Arizona’s Sonoran Desert and He has chosen Jermell & Alexis Carter for this undertaking. Fire Imparted Kingdom Ministries shall continuously pursue the truth of God, striving in the fulfillment of the Great Commission by teaching, preaching, and serving the Kingdom of God. Bringing truth, edification, and warning to the body of Christ, to impact the church body with positive change, fulfilling the calling to build God’s Kingdom, “One Nation at a Time.” Church Location - Coming Soon (Queen Creek, AZ)

All Things Beauty

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After years of wanting to do this, I finally decided there's no better time than now. This is for all the loved ones in my life who need courage and inspiration. I'm a mom of 5, turning 40 this year! I just like to laugh at myself and play with makeup from all over the spectrum -- everyday natural to bold & colorful! My major hobbies include fitness (more than a decade of heavy weight lifting), video games (I've played World of Warcraft since 2006) since my youngest childhood memories [my first of which was Duck Hunt, Super Mario, Castlevania, Final Fantasy,etc], makeup, & decor.

Kingdom Talk Podcast

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Kingdom Road is a one-of-a-kind Christian mission trip. What qualifies it as "one-of-a-kind"? George & Claudia Rosario are on mission, traveling the United States of America, one road, one town, one city, one state at a time, in a tiny home. Come journey with us as we rediscover the historical Christian roots of our great American land. Join us as we reclaim this great nation in the name of Jesus, one state at a time. Follow us online via #RosariosEverywhere and #KingdomRoad.

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