Decoding Neural Networks: A New Framework for Reliable Circuit Discovery
![Circuit accuracy, as measured by [latex] cACC [/latex], demonstrates a correlation with circuit size [latex] KK [/latex], with certified circuits consistently outperforming baseline models across diverse datasets and scoring methods when evaluated on out-of-distribution data, suggesting a robust relationship between circuit complexity and generalization capability.](https://arxiv.org/html/2602.22968v1/2602.22968v1/x1.png)
Researchers have developed a method to rigorously verify the stability of identified neural network circuits, enhancing their trustworthiness and predictive power.
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Netflix’s His House Is Mandatory Viewing for Sinners Fans
I recently discovered His House, and I’m completely blown away! It’s Remi Weekes’ first feature film, and it somehow managed a perfect score on Rotten Tomatoes – incredible! It came out in 2020, right when everything was shutting down because of COVID, so it didn’t get the attention it deserved. But honestly, I think it’s one of the best horror movies of the last ten years. The performances by Sope Dirisu, Wunmi Mosaku, and even Matt Smith (who you might know from House of the Dragon) are fantastic. It’s a really personal and scary story, and if you enjoyed Sinners, I think you’ll absolutely love this.
Air horn blasts for 5 minutes straight at NBA game after “complete malfunction”
While seeing your favorite sports team play live is often the best experience, that hasn’t been the case for fans of the Detroit Pistons and Cleveland Cavaliers when they’ve played in Detroit.
Scientists train human brain cells on a microchip to play Doom
So, I saw this crazy demo from an Aussie biotech company. They’ve built a biological computer – seriously, it uses living brain cells! They grew around 200,000 human neurons on this tiny microchip, kind of like a super-advanced circuit board with electrodes, and it actually works as a computer. It’s wild!
The Greatest Western Movie From Every Decade Over The Last 100 Years
Classic Western films often showed pioneers struggling to survive in the American West, and war movies from the same period frequently depicted famous battles like the Alamo and those from the Civil War. The genre also featured compelling characters, ranging from flawed antiheroes to truly honorable lawmen – some inspired by real people and others becoming legends of the Old West.
‘Gangs of London’ Is the Crime Thriller Alternative ‘Peaky Blinders’ Fans Need To Watch
While Peaky Blinders is set in the early 1900s, this show is set in present-day London. Despite the different setting, it still offers the same intense atmosphere and thrilling storylines that fans of Steven Knight’s work enjoy. Plus, with three seasons already available, it’s a great choice to watch while you wait for Peaky Blinders: The Immortal Man.
Ana de Armas’ Underseen John Wick Replacement Is Heading to HBO Max
The new film Ballerina is a spin-off set between John Wick: Chapter 3 and Chapter 4. It expands on the world of the Ruska Roma assassins briefly featured in the third John Wick movie. Ana de Armas plays Eve Macarro, a woman driven by revenge for her father’s death. The film also includes returning cast members like Anjelica Huston, Lance Reddick, and Ian McShane from previous John Wick films.
How Starsand Island Feels more Relaxing than Stardew Valley
Starsand Island is designed to be a very relaxing experience. The developers clearly want players to enjoy a stress-free game and aren’t rushing you to finish – they want you to play at your own pace.
Squeezing Sparsity: Real-Time Data Compression for AI at Collider Experiments
A new hardware generator efficiently compresses sparse data streams, unlocking the potential of graph neural networks for high-speed data analysis in particle physics and beyond.
10 Best Short-Run Netflix Shows for a Quick Binge
Catching up on shows like Ozark, Stranger Things, or Orange is the New Black can take a while because they have so many episodes. However, Netflix also has some fantastic shows that are quick and easy to watch, with only a few episodes each.