From surveys of the pre-Sputnik skies to analysis of interstellar visitors, scientists are rethinking how and where to look for physical traces of alien technology. Science fiction is awash in the material remnants of extraterrestrial civilizations, which surface in everything from the classic books of Arthur C. Clarke to game franchises like and . The discovery of the first interstellar objects in the solar system within the past decade has sparked speculation that they could be alien artifacts or spaceships, though the scientific consensus remains that all three of these visitors have natural explanations. That said, scientists have been anticipating the possibility of encountering alien artifacts since the dawn of the space age. "In the history of technosignatures, the possibility that there could be artifacts in the solar system has been around for a long time," says Adam Frank, a professor of astrophysics at the University of Rochester.

Knowledge graph (KG) embedding is well-known in learning representations of KGs. Many models have been proposed to learn the interactions between entities and relations of the triplets. However, long-term information among multiple triplets is also important to KG. In this work, based on the relational paths, which are composed of a sequence of triplets, we define the Interstellar as a recurrent neural architecture search problem for the short-term and long-term information along the paths. First, we analyze the difficulty of using a unified model to work as the Interstellar. Then, we propose to search for recurrent architecture as the Interstellar for different KG tasks. A case study on synthetic data illustrates the importance of the defined search problem. Experiments on real datasets demonstrate the effectiveness of the searched models and the efficiency of the proposed hybrid-search algorithm.

The interstellar object is still soaring through our solar system. Breakthroughs, discoveries, and DIY tips sent every weekday. It's understandable why every space agency and astronomy enthusiast around the world is trying to catch a glimpse of 3I/ATLAS . Not only is it the third-known interstellar object to pass through our solar system,it's also the fastest comet ever recorded . But even as it races at 130,00 miles per hour towards its closest distance from Earth, NASA's Hubble Space Telescope recently caught another stunning glimpse of the icy rock.

After weeks of silence, NASA has officially dismissed speculation that 3I/ATLAS has anything to do with aliens. After the temporary shutdown of the US government, NASA has finally started its nonessential work back up. It's starting off with a bang: The agency called a press conference to show its hitherto reserved images of the interstellar object 3I/ATLAS. NASA scientists also confirmed that 3I/ATLAS is in fact a comet, contrary to the speculations about alien technology flooding the internet. During the broadcast, a panel of scientists showed the results of observations obtained by different NASA missions across various points in the journey 3I/ATLAS has taken .

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An observatory detected the first radio signal from the interstellar object 3I/Atlas. An image of the interstellar comet 3I/Atlas, captured by the Hubble telescope on July 21, 2025. More evidence has emerged to support the natural origin of comet 3I/Atlas . After several weeks of conspiracy theories, social media debates, and speculation on popular podcasts such as Joe Rogan's, this interstellar object is still a comet . The most recent confirmation came from an observatory in South Africa that detected the first radio signal from 3I/Atlas.

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Analyses of its emissions using NASA's Neil Gehrels Swift Observatory indicate that the interstellar comet probably has a very different structure than comets in the solar system. Comet 3I/Atlas continues to be full of surprises. As well as being only the third interstellar object ever detected, new analysis shows it is producing hydroxyl (OH) emissions, with these compounds betraying the presence of water on its surface. This discovery was made by a team of researchers at Auburn University in Alabama using NASA's Neil Gehrels Swift Observatory, and was described in a study published in The Astrophysical Journal Letters . Hydroxyl compounds are detectable via the ultraviolet signature they produce.