Uncovering Hidden Equations with Probabilistic Trees
![Across 1010 repetitions of a 90/10 train-test split, the [latex]\mathsf{VaSST}[/latex] model-configured with [latex]K=3[/latex] and [latex]D=3[/latex]-demonstrates robust performance in learning the function [latex]\mathbf{y}=\mathbf{x}\_{0}^{2}-\mathbf{x}\_{1}+\tfrac{1}{2}\mathbf{x}\_{2}^{2}[/latex] across varying noise levels, as evidenced by consistently low out-of-sample Root Mean Squared Errors (RMSE).](https://arxiv.org/html/2602.23561v1/2602.23561v1/figures/in-sample-rmse_boxplots_3noise_sim1.png)
A new framework leverages variational inference and soft symbolic trees to automatically discover interpretable mathematical relationships within complex datasets.
ebaster
Martin Short’s show Only Murders in the Building not facing delays after his daughter’s death
It is with a heavy heart that I share some incredibly sad news. On Monday, February 23rd, Short’s oldest daughter, Katherine Hartley Short, passed away at her home in Los Angeles. She was only 42 years old, and sadly, her death was a suicide. It’s a stark reminder that we never truly know what someone is going through, and that mental health is something we all need to prioritize.
Arknights: Endfield: Review – Bigger, Bolder, Yet Uneven
In this review of Arknights: Endfield, I’ll share my opinions on how the game plays, its graphics, performance, how it handles in-app purchases, and everything else it offers. I’ve spent 36 hours playing on my Samsung m53 5g, and I’ll let you know if this spin-off of the popular game Arknights is worth your time.
The Evil Dead’s Bruce Campbell Reveals Cancer Diagnosis
Actor Campbell shared on Instagram that he’s been diagnosed with a treatable, but not curable, type of cancer. He approached the news with optimism, calling it a ‘health opportunity,’ and admitted the diagnosis was surprising. He wrote, ‘I apologize if this is a shock – it was to me, too.’
Kesha blasts Trump’s White House for using her music to ‘threaten war’ in TikTok video capturing airstrike
Last month, a White House video showing a military ship being hit by a missile featured Kesha’s song “Blow.”
Inside the Gyllenhaal family’s turbulent dynasty as Maggie opens up about her complicated relationship with younger brother Jake
As a lifestyle observer, I’ve noticed the Gyllenhaal family has really made a name for themselves in Hollywood lately. Though they come from Swedish noble roots, it’s siblings Maggie and Jake who’ve become truly celebrated for their incredible talent as actors. It’s fascinating to see a family with such a rich history finding success in the entertainment world!
Jessica Marais’ ex Jake Holly marries boyfriend in off-the-shoulder gown
The photographer, who was previously linked to a star from the TV show ‘Packed To The Rafters’ back in 2018, tied the knot with his husband, Wayne, in a small, private ceremony in Sydney on February 21st.
Billie Piper’s Doctor Who future ‘revealed’ as bosses struggle to find a new Time Lord amid claims once coveted role is now a ‘poisoned chalice’
Although Ncuti Gatwa’s Doctor transformed into Piper, the actress who famously played Rose Tyler, she won’t be taking on the role of the Doctor herself. This comes after suggestions that the part has become undesirable.
Justin Timberlake fights to stop release of infamous ‘ruin the tour’ DWI arrest moment
Nearly two years ago, during his arrest, the singer reportedly told the police officer – who didn’t recognize him – that the arrest could jeopardize his upcoming world tour. This conversation was captured on the officer’s bodycam, but the footage hasn’t been released to the public yet.
Peppa Pig will cheer on Daddy Pig at the London Marathon as he raises money for the National Deaf Children’s Society after son George’s hearing loss
Peppa Pig’s dad is running a full marathon (26.2 miles) – both in the cartoon and in real life – to support the National Deaf Children’s Society. He’s doing this after his son, George, was recently diagnosed with hearing loss.