Intro In the long arc of physics, symmetry often behaves like a governing instinct — it tells us what can exist without tipping the universe into chaos. A new line of thinking about quantum geometry leans into that instinct, asking a deceptively simple question: what are the low-energy, or infrared, possibilities for a particular kind…
In a sunlit lab, a frozen portrait suddenly hips to a beat, its colors pulsing in time with a soundtrack. It isn’t a magic trick or a silly trick of video editing; it’s a new kind of AI choreography. A team of researchers from Stony Brook University, working with partners at ByteDance and Apple, have…
The scale of modern language models can feel like watching a glacier slide: immense, intricate, and almost impossibly heavy. These giants—open or closed—are built from billions of parameters, tuned to predict the next word with uncanny fluency. But there’s a catch that scientists have wrestled with for years: the bigger the model, the heavier the…
Finite groups aren’t just abstract algebraic abstractions; they’re engines that model symmetry, from the way molecules twist in space to the ways cryptographic keys rotate under pressure. And like any powerful engine, they’re built from a handful of simple gears that turn in surprising ways. In a new piece of work by Vaibhav Chhajer, Sumana…
Rethinking AI Serving at a Massive Scale Large language models (LLMs) like GPT and its successors have dazzled us with their ability to generate text, answer questions, and even write code. But behind the scenes, running these models at scale is a monumental engineering challenge. The latest research from Huawei’s xDeepServe team, published in 2025,…
In a world where data pours in from every direction, researchers are always looking for small, clever ideas that preserve meaning without carrying the full weight of a crowd. A new piece of work from the Indian Institute of Technology Kharagpur in India, led by Bubai Manna, dives into a problem with a deceptively simple…
Markets as Minds A New Way to See Financial Systems Financial markets often feel like chaotic beasts—unpredictable, noisy, and driven by countless actors each chasing their own goals. Yet beneath this apparent randomness, a new study from the Tri-Institutional Center for Neuroimaging and Data Science (TReNDS) at Georgia Tech reveals that markets might be more…
Framing the mystery: gravitational waves as fossils of the early cosmos In the quiet, the universe sometimes hums with echoes from its most dramatic events. Gravitational waves, ripples in spacetime, travel unimpeded through the cosmic fog, carrying messages from epochs we cannot reproduce in a lab. The Oxford group led by Prateek Agrawal and his…
In a world where robots share crowded rooms with furniture, people, and the occasional bouncing ball of chaos, a path isn’t just a line from A to B. It’s a living corridor through space that must stay open, flexible, and forgiving. The shortest route is nice, but the real test is whether a path leaves…
The world of neutrinos is a bit like a whisper at a crowded party: tiny, elusive, and easy to ignore until someone notes how many there are, what they weigh, and how they flutter between flavors. A new paper from researchers at Sichuan University in Chengdu and Henan Normal University in Xinxiang, led by Takaaki…
Today’s giant language models are trained on oceans of human text. They predict words, pattern-match, and somehow apply those patterns to new prompts. But as data grows and computing gets cheaper, the boundary between training material and test material blurs. The big question is not just whether a model can ace a fixed exam, but…
In the strange theater where quantum physics meets networks, two ideas keep stealing the show: nonlocality and steering. Nonlocality is the sense that distant parts of a system can be correlated in ways that defy classical cause-and-effect intuition. Steering, a related but slightly more nuanced notion, is the ability of one party to influence the…
From the sky, the world collapses into a mosaic of roads, rooftops, and moving silhouettes. Unmanned aerial vehicles, or UAVs, promise a kind of overhead commonsense: see more, cover more ground, react faster. Yet teaching a fleet of drones to understand a scene together while talking a language that doesn’t drown in data is a…
Skyrmions are tiny magnetic whirlpools tucked into the spins of electrons inside certain materials. To the untrained eye they might look like curiosities, but to physicists they are a telling manifestation of topology — a kind of global wiring that makes these patterns extraordinarily robust. In practical terms, skyrmions behave like stable, mobile carries of…
Why Diffusion Models Feel Slow and What That Means Diffusion models have become the rock stars of AI-generated images and videos. They start with noise and, step by step, refine it into stunning visuals. But this stepwise magic comes at a cost: it’s slow. Each image or video frame is crafted through dozens of iterative…
The Breath of Life, a Delicate Balance Breathing. It’s an involuntary act, so fundamental we rarely think about it. Yet, this seemingly simple process is orchestrated by a complex network of neurons in the brainstem, a tiny region at the base of our skull. Disruptions here can lead to devastating consequences, from sleep apnea to…
On a factory floor or a fleet of delivery drones, a chorus of machines can look variously trained, differently powered, and tuned to their own internal clocks. Yet there’s a shared dream: to march to one common tempo, to track a signal that comes from outside the swarm, and to do so without each device…
Bayesian statistics often feels like a delicate negotiation between what we already know and what the data will reveal. The priors are the first step in that conversation, the beliefs you bring to a model before you even glimpse the numbers. When those priors are well-chosen, the data can sing in tune with them; when…
Imagine trying to drive in a city where the road signs are faded, the lane markings are more like suggestions, and the map in your car is… well, let’s just say it was last updated when dial-up internet was still a thing. That’s the reality that self-driving cars often face. They rely on high-definition (HD)…
In the mathematical landscape, symmetry is a compass. It guides how objects relate, how patterns repeat, and how wild ideas become navigable maps. The paper you’re about to read lives at the intersection of symmetry, algebra, and something called a graded Hecke algebra—a mouthful, but the story is vivid: a non-crystallographic geometry known as type…