As the engineers who build self-driving cars know, it can be hard to get an AI system to reliably make sense of what it sees. Most systems designed to "understand" videos in order to either classify their content ("a person playing tennis," for example) or identify the contours of an object--say, a car up ahead--work in what's called "pixel space." The model essentially treats every pixel in a video as equal in importance. But these pixel-space models come with limitations. Imagine trying to make sense of a suburban street. If the scene has cars, traffic lights and trees, the model might focus too much on irrelevant details such as the motion of the leaves. It might miss the color of the traffic light, or the positions of nearby cars. "When you go to images or video, you don't want to work in [pixel] space because there are too many details you don't want to model," said Randall Balestriero, a computer scientist at Brown University. Yann LeCun, a computer scientist at New York University and the director of AI research at Meta, created JEPA, a predecessor to V-JEPA that works on still images, in 2022.

'A 25-hour story that just about makes sense' Vampire: The Masquerade Bloodlines 2. 'A 25-hour story that just about makes sense' Vampire: The Masquerade Bloodlines 2. Y ou are an ancient and powerful vampire, and you wake up in the basement of some decrepit Seattle building, with no recent memories and a strange sigil on your hand. The first thing you do is feed on the cop who finds you, before smacking his partner into a wall so hard that his blood spatters the brick. A violent fanged rampage ensues, where you beat up and tear apart rival undead and their ghouls while currying the favour of the local court of vampires, and trying to keep your existence hidden from the mortal populace of this sultry city. But this is also a detective story: there's a younger night-stalker sharing your brain, a voice in your head named Fabian, who talks like a 1920s gumshoe (presumably because he once was one). Fabian isn't violent at all; he evidently works with the human police and the vampire underworld, snacking on consenting volunteers' blood and using his mind-delving powers to solve murders.

Amazon Prime Day is live. See the best deals HERE. Plus landmine-detecting rats and other weird things we learned this week. Let's talk about (ratfish) sex, baby. Breakthroughs, discoveries, and DIY tips sent every weekday. What's the weirdest thing you learned this week?

We thank the reviewers for their valuable comments, and are happy to see feedback such as "concepts presented The reviewers agree that NOX maps are "definitely novel We answer questions, address factual errors, and present more details to improve our manuscript. The differences in chairs between Table 4 and 5 are due to different experimental setting. "Fixed Multi" models were trained with 2, 3, or 5 views respectively. We will add this detail in the paper. "Dated" methods are still valid prior art to compare against especially when We choose to only use the first and last intersections due to computational efficiency.

TL;DR: Get a lifetime of Sterling Stock Picker for 55.19 with code SAVE20--AI-driven picks, portfolio building, and financial coaching for all skill levels. If you've ever stared at a stock chart like it was an alien language, Sterling Stock Picker is here to be your translator, strategist, and hype team all in one. Right now, you can lock in a lifetime subscription for just 55.19 (regularly 486) when you use code SAVE20 at checkout. That's a one-time payment for an AI-powered investing platform built to simplify smart investing for everyone--from spreadsheet-loving finance pros to total market rookies. The magic lies in its patent-pending North Star technology, which offers clear guidance on whether to buy, sell, hold, or avoid a stock.

Tran* sat across from me, phone in hand, scrolling. "I just wanted to make sure I didn't say the wrong thing," he explained, referring to a disagreement with his partner. "So I asked ChatGPT what I should say." He read the chatbot-generated message aloud. It was articulate, logical and composed – too composed.

"I'm not going to respond to that," Siri responded. I had just cursed at it, and this was my passive-aggressive chastisement. The cursing was, in my view, warranted. I was in my car, running errands, and had found myself in an unfamiliar part of town. I requested "directions to Lowe's," hoping to get routed to the big-box hardware store without taking my eyes off the road.