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Platonic Transformers: A Solid Choice For Equivariance
arXiv:2510.03511v3 Announce Type: replace Abstract: While widespread, Transformers lack inductive biases for geometric symmetries common in science and computer vision. Existing equivariant methods often sacrifice the efficiency and flexibility that make Transformers so effective through complex, computationally intensive designs. We introduce the Platonic Transformer to resolve this trade-off.
PlatonicNav: Unveiling Semantic Correspondence in Navigation with Platonic Topological Maps
arXiv:2606.01788v1 Announce Type: new Abstract: Embodied visual navigation, where an agent perceives a complex environment and acts to reach a goal from raw sensory input, underpins a wide range of applications such as household service robotics, assistive robotics, and large-scale autonomous exploration. However, recent attempts to unify vision-and-language navigation (VLN) and object goal navigation (ObjNav) remain at the level of architectural fusion, mixed-task training, and large...
‘I would draw blood’: Jemaine Clement and Nicola Walker’s wild wrongcom about sexual betrayal
What if your best mate slept with your child? The stars of Alice and Steve, the new taboo-busting comedy about friends at war, open up about drug-taking, iffy sex – and why British jokes are so hard to understandAlice and Steve, the new “wrongcom” starring Nicola Walker and Jemaine Clement, starts like the story of a lifelong friendship between two 50ish exes. They went out for a short time, a million years ago, and ever since have been platonically inseparable.
Back into Plato's Cave: Examining Cross-modal Representational Convergence at Scale
arXiv:2604.18572v2 Announce Type: replace Abstract: The Platonic Representation Hypothesis suggests that neural networks trained on different modalities (e.g., text and images) align and eventually converge toward the same representation of reality. If true, this has significant implications for whether modality choice matters at all. We show that the experimental evidence for this hypothesis is fragile and depends critically on the evaluation regime.
I have found the perfect book group – we discuss problematic text messages | Zoe Williams
My friends and I were keen to meet regularly, but couldn’t agree on what to read. Then we found an excellent solutionThere comes a point in every friendship ecosystem when someone suggests starting a book group. It’s a beautiful moment, the platonic modern equivalent of the 1950s “shall we go steady?”
‘I would draw blood’: Jemaine Clement and Nicola Walker’s wild wrongcom about sexual betrayal
What if your best mate slept with your child? The stars of Alice and Steve, the new taboo-busting comedy about friends at war, open up about drug-taking, iffy sex – and why British jokes are so hard to understandAlice and Steve, the new “wrongcom” starring Nicola Walker and Jemaine Clement, starts like the story of a lifelong friendship between two 50ish exes. They went out for a short time, a million years ago, and ever since have been platonically inseparable.
Forza Horizon 6 review – classic open world racing sim roars beautifully into Japan
Forza Horizon 6 brings the open-world racing experience to Japan, showcasing stunning natural vistas across the country. The game maintains the series' festival-style driving competition format but introduces a progression system where players start as rookies and must qualify for higher-level races. This allows for a gradual journey from slower vehicles to high-end supercars.
Michigan athlete lured by Snapchat message before being shot, dumped in lake while still alive
Tiffany Valdez still vividly recalls hearing what sounded like gunfire before learning her beloved brother had been killed. In the early hours of June 7, 2018, Emilio Valdez left his mother's home and entered a Pontiac Grand Prix parked outside a neighbor's house. Moments later, police said he was shot inside the vehicle.
Show HN: A CSS 3D Engine (no WebGL)
A CSS polygon mesh library. A 3D engine for the DOM. Renders OBJ/MTL, GLB and VOX as real HTML elements transformed with CSS matrix3d(...) .
American Christians Face a Choice
ROBERT JEFFRESS, the pastor of the First Baptist Church in Dallas, has long been one of Donald Trump’s most fawning supporters. By his own account, one reason for his loyalty is that Trump embodies an ethic—cruel, vengeful, and mendacious—that Jeffress and many millions of evangelicals and fundamentalists not only tolerate but welcome. In an NPR interview in 2016, Jeffress explained, “I don’t want some meek and mild leader or somebody who’s going to turn the other cheek.