Simulating the City: A New Approach to Traffic Flow
![The system models multi-actor interactions within a simulated traffic environment, recursively unrolling trajectories by encoding actor states and their neighbors into interaction-aware spatial embeddings, then refining these embeddings through temporal attention to parameterize a Gaussian distribution from which subsequent states are sampled, effectively creating a closed-loop predictive model of dynamic systems where state decays into probabilistic futures [latex]HH[/latex] timesteps ahead.](https://arxiv.org/html/2603.18266v1/x1.png)
Researchers are leveraging generative models to create more realistic and safer simulations of complex traffic intersections.
![The system models multi-actor interactions within a simulated traffic environment, recursively unrolling trajectories by encoding actor states and their neighbors into interaction-aware spatial embeddings, then refining these embeddings through temporal attention to parameterize a Gaussian distribution from which subsequent states are sampled, effectively creating a closed-loop predictive model of dynamic systems where state decays into probabilistic futures [latex]HH[/latex] timesteps ahead.](https://arxiv.org/html/2603.18266v1/x1.png)
Researchers are leveraging generative models to create more realistic and safer simulations of complex traffic intersections.

On Saturday, the 53-year-old actor, originally from Boston, and his teenage child—whom he shares with his former wife, Jennifer Garner—went through the drive-thru at Raising Cane’s.

Domain Expansion isn’t something every jujutsu sorcerer can do, but Megumi Fushiguro, a main character in Jujutsu Kaisen, is one of the few who can. His technique, called Chimera Shadow Garden, gets stronger each time he uses it, though it does have some weaknesses. Chimera Shadow Garden has the potential to be incredibly powerful, but Megumi needs to fully control it to unlock its true capabilities.

Steven Spielberg’s new movie stars Emily Blunt, Josh O’Connor, Colin Firth, Colman Domingo, and Wyatt Russell. The trailers hint at UFOs and a possible government conspiracy surrounding the truth about aliens. The story seems to center on Blunt and O’Connor’s characters as events unfold, exploring ideas like mind control and projecting one’s consciousness. With a lot of mystery around a date called Disclosure Day, fans are buzzing with theories, even suggesting it could be a sequel to one of Spielberg’s famous sci-fi films. While the evidence points to a follow-up, it might not be the one audiences expect.

The upcoming movie Star Wars: Starfighter, directed by Shaun Levy and scheduled for release next year, will feature Ryan Gosling joining the Star Wars universe. This film is the first live-action story taking place after The Rise of Skywalker, moving the timeline forward and potentially paving the way for Rey Skywalker to return to the galaxy.

Okay, so I have to start with Succession – it’s just the show that really got everyone obsessed with dramas about powerful families and big companies, you know? But there’s so much other great TV out there too, and I want to share what I’ve been watching – let’s talk about the best shows around!

The two actors are currently filming the second season of the AppleTV+ show, The Studio, in Rome. On Saturday, they were photographed together while on a shoot aboard the city’s famous gondolas.

Fifteen years ago, Oasis broke up due to the well-known, difficult relationship between the two brothers. The split followed several fights, walk-offs, and arguments that often involved alcohol.

Earlier this year, the Daily Mail reported that Made In Chelsea stars, who have two daughters – Sienna, age five, and Aurelia, age four – have split up after seven years of marriage. They have since reportedly begun divorce proceedings.

Jamie Lee Curtis first became known for her role as Laurie Strode in John Carpenter’s classic 1978 horror film, Halloween. She continued playing the character in several sequels, including Halloween II (1981), Halloween H20: 20 Years Later (1998), and Halloween Resurrection (2002). After the 2002 film, it seemed like her time with the franchise was over, but she later returned to the role for a new trilogy of Halloween films starting in 2018, directed by David Gordon Green.