Our dataset includes half a million design patents comprising 3.61 million figures along with captions from patents granted by the United States Patent and Trademark Office (USPTO) over a 16-year period from 2007 to 2022. We incorporate the metadata of each patent application with elaborate captions that are coherent with multiple viewpoints of designs.

Recent works proposed amortizing the cost by learning generalized wave functions across different structures and compounds instead of solving each problem independently.

We consider the problem of crystal materials generation using language models (LMs).

Nick Land believes that digital superintelligence is going to kill us all. In San Francisco, his followers ask: What if, instead of trying to stop an A.I. takeover, you work to bring it on as fast as possible? In the spring of 1994, at a philosophy conference on a run-down modernist campus in the English Midlands, a group of academics, media theorists, artists, hackers, and d.j.s gathered to hear a young professor give a talk at a conference called "Virtual Futures." It was ten o'clock in the morning, and most of the attendees were wiped out from a rave that had taken place in the student union the night before. But the talk--titled "Meltdown"--was highly anticipated. The professor, Nick Land, was tenured in the philosophy department at the University of Warwick, at the time one of the top philosophy programs in the U.K. Land had gained a cult following for his radical anti-humanism, his wild predictions about the future of technology, and his erratic teaching style. Soon, his academic presentations would become increasingly "experimental"; at a conference in 1996, he lay on the floor, reciting cut-up poetry in what an attendee described as a "demon voice" while jungle music played in the background.

Jean-Paul Thorbjornsen is a leader of THORChain, a blockchain that is not supposed to have any leaders--and is reeling from a series of expensive controversies. We can do whatever we want," Jean-Paul Thorbjornsen tells me from the pilot's seat of his Aston Martin helicopter. As we fly over suburbs outside Melbourne, Australia, it's becoming clear that doing whatever he wants is Thorbjornsen's MO. Upper-middle-class homes give way to vineyards, and Thorbjornsen points out our landing spot outside a winery. "They're going to ask for a shot now," he says, used to the attention drawn by his luxury helicopter, emblazoned with the tail letters "BTC" for bitcoin (the price tag of $5 million in Australian dollars--$3.5 million in US dollars today--was perhaps reasonable for someone who claims a previous crypto project made more than AU$400 million, although he also says those funds were tied up in the company). Thorbjornsen is a founder of THORChain, a blockchain through which users can swap ...