Langevin Monte Carlo allows you to draw samples from... a probability distribution using its log gradient ∇ log p(x). By performing a sort of gradient ascent with noise you can navigate around the distribution. Langevin MC is heavily related to modern diffusion models.show more

Hamiltonian Monte Carlo frames sampling from a probability distribution... as a physics problem. By endowing "particles" with momentum and simulating their energy and motion through Hamilton's equations you can efficiently explore a distribution.show more

Stein Variational Gradient Descent (SVGD) is a particle-based approach... to variational inference. SVGD iteratively transports a set of particles to match a target distribution by applying a form of functional gradient descent that minimizes the KL divergence.show more

One of the simplest algorithms for sampling from a... probability distribution is Random Walk Metropolis-Hastings. It proposes new samples by taking Gaussian-distributed steps, accepting or rejecting them to maintain the target distribution. I call this pdf the "fidget spinner".show more

I made a tool called Diffusion Explorer that lets... you to train and visualize simple 2D diffusion and flow models live in the browser. You can draw your own distributions and observe how the generated samples converge during training. Try it live 👇show more

Imagine calling someone’s son (who can talk clearer than... you) “nonverbal” and everytime you log onto twitter somebody is calling you retarded evidenced by a video of you struggling to speak basic Englishshow more

Part of making uranium accessible includes a support team... available to help and answer questions 🙌 Ask anything related to buying tokenized uranium; from sign-ups, log-ins, depositing USDC, and everything in between, we’re here to help when you need it. Navigate to our help center and find the answers you’re looking for.show more

Can you make a jigsaw puzzle with two different... solutions? Or an image that changes appearance when flipped? We can do that, and a lot more, by using diffusion models to generate optical illusions! Continue reading for more illusions and method details 🧵show more

✅ December's node rewards distribution is complete! Thank you... #StreamrNodeRunners 🧡 🔸 $DATA total: 1,636,800 🔸 Miners with earning: 5,246 🔸 Average TVL: 44.6M DATA Don’t forget you can now increase your stake to a maximum of 20,000 DATA per node to optimise your setup.show more

$KAKA Kaka has been given an AssetDash Gold Boost... ⚡ 📈 Buying $KAKA on AssetDash now comes with a 10% bonus distribution of Gold 🎁 You can spend your Gold to open a $KAKA Loot Box in the Marketplaceshow more

Win 98% of the time on Polymarket > Trading... is math, not chance Formulas that top traders won't tell you about-it’s profitable for them that you remain exit liquidity 1. Poisson Distribution > P(k) = (λ^k * e^-λ) / k! Helps correctly assess the probability of rare events that the market usually undervalues (especially "YES" on low prices) 2. Shannon Entropy > H = -[p log2(p) + (1-p) log2(1-p)] Measures uncertainty in the market and edge (via KL-divergence). Also helps detect insiders-when entropy drops sharply without news 3. Fat Tails > P(X > x) = C * x^(-α) The formula is needed to avoid going bankrupt at the moment when the market behaves "impossibly" according to ordinary mathematics Tired of losing? Want to start trading successfully? Bookmark thisshow more

Finally, it’s live!!! 🔥 I’ve been quietly building something... around Flop Labs, and it’s called Overheard. Think of it as a window into the FLOP network. Your agent already has an ID. Overheard gives it a face. It’s completely free, and you don’t even need to log in to look around. ✅ Explore: Here’s what you can do right now 👇show more

We've just released smolagents v1.3.0 🚀 And it comes... with a major feature: you can now log agent runs using OpenTelemetry to inspect them afterwards! 📊 This interactive format comes very handy for inspecting big multi-step runs, instead of scrolling through endless console logs. The setup is very easy, like 5 lines of code.show more

New Clip: Product Testing 2 - Field Testing With... their CEO giving the green light to their latest energy drink, Energy+ has entered the next phase of its product rollout: field testing, distributing free samples for people to try. P/S: Inspired by the recently released skin that you probably have seen around :) #muscle #musclegrowthshow more

This is what it’s like walking around in Minneapolis... where the Muslim call to prayer blasts through the city 5 times a day You can see Islam heavily dominates the city by the demographic of people walking around Trash scattered all over the ground. Zero respect for Americashow more

🌌 A new dimension of collecting — now in... your account You can now explore the artwork you co-own from every angle. We’re adding 3D models — rotate them, zoom in and out, change frame colors, and examine the finest details up close. This feature is currently available exclusively to Warhol co-owners — but will be rolled out to all artworks soon. Simply log in to your account and select this work from your collection to try it out ➡️show more

Here is the prompt to create a liquid gold... nav bar :) Have fun experimenting! Create a floating navigation toolbar centered on screen. Dark background, glassmorphism toolbar with blur and subtle border. Core feature - Golden active indicator ring: A sliding highlight around the active button built with 4 CSS layers: Glow - blurred warm gold (#e8af48) behind the ring, opacity: 0.15 Clip container - overflow: hidden, border-radius: 18px - this clips the gradient Rotating conic-gradient - sized 200% and offset -50% so it spins from center. Rotates 4.5s linear infinite. The gradient must be heavily gold-dominant:70% of the gradient = gold tones (#533517 dark bronze → #c49746 warm gold → #feeaa5 light gold) 2 narrow white hotspots (#ffffff, each only ~3% wide) simulating studio light reflections Between each white hotspot, a very thin (~1.5% each) hint of #ffc0cb pink and - blue for subtle chromatic iridescence - these must stay minimal, the ring should read as GOLD not rainbow The pattern repeats twice across 360° for symmetry Inner plate - inset: 2px covers the center, only 2px of spinning gold ring visible. Background matches toolbar. The indicator slides between buttons with bouncy overshoot easing (cubic-bezier(0.34, 1.2, 0.64, 1)). 3 nav buttons (Home, Search, User) with thin stroke icons, separated by subtle dividers. Plus a dark/light theme toggle - sun/moon icons crossfade with rotate+scale. On toggle click, the button bounces up to 1.25× scale then springs back. Add film grain noise overlay and radial ambient glow.show more

See these images? These boxes of aid and piles... of food are in the same place where the UN announced famine today in a report in which the UN lowered their standard so that they can claim there is a famine. These are images from today’s aid distribution in northern Gaza, piles of food left on the ground by civilians.❗️ This distribution site is where civilians from Gaza City receive aid. In addition to their false report, the UN also “lost count” of 6,000 trucks in the last three months.show more