Graphs Get a Social Boost: Improving Link Prediction with Community Structure
![Community-level embeddings are constructed by first discerning graph communities, then identifying central nodes within each using PageRank centrality [latex] C_v(t) = (1-\alpha) + \alpha \sum_{u \in B(v)} \frac{C_u(t-1)}{d(u)} [/latex], after which prior probabilities address structural incompleteness, and finally, edge representations are refined by integrating local neighborhood details, path information, and cross-community relationships to improve link prediction performance.](https://arxiv.org/html/2512.21166v1/doc/Figure_2.png)
A new approach enhances graph representation learning by integrating community detection, leading to more accurate predictions of missing connections.
Asmongold accuses Twitch of “bias” after unbanning Nina Lin again
Asmongold made the comments while watching a livestream on Boxing Day, reacting to Twitch lifting the suspension from Lin’s channel.
HINU’s Price Plummets! 💸🚀
Meanwhile, the cryptocurrency market was back in the red following a brief uptick on Friday. Bitcoin (BTC) is down almost 2% and has slipped below $88,000, while Ethereum (ETH) is down 1.5% at $ 2,320. 🐻🐻
Ripple’s CTO: XRP Ledger’s Secret Journey to 2026!
The Ripple CTO’s hub, a humble production service, aims for unyielding uptime and reliability. Data from it has been as valuable as a well-tended field, offering insights into the XRP Ledger network’s behavior and performance. 🌾
Dogecoin’s Wild Ride: From Moonshots to Meltdown-You Won’t Believe the Chart!
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Mike Novogratz Says XRP & Cardano Must Prove Their Worth or Fade Away
In his latest YouTube sermon (or should we say, warning?), titled “2026 is a Year for Building”, Galaxy Digital’s fearless leader announced that the market’s not buying fairy tales anymore. Tokens like XRP and Cardano-those darling dreams of many a crypto enthusiast-might soon find themselves age-ing out of relevance if they can’t actually do something useful. Yep, it’s about practical value now, folks, not just tweets and hype.
The 15 most anticipated horror movies of 2026
2025 was a seriously great year for horror! I got totally hooked on a few movies – Ryan Coogler’s vampire film, Sinners, was awesome, and Zach Cregger’s Weapons was genuinely messed up in the best way. Then Danny Boyle dropped 28 Years Later, which was a fantastic follow-up. Honestly, a bunch of horror flicks ended up being some of my favorite movies of the whole year!
How To Find And Solve Every Smartprint Cube Reboot In WuWa
Every area features a unique puzzle hidden throughout, and they can be challenging. In Lahai-Roi, the primary puzzle is the Smartprint Cube Reboot. It begins simply, but it can become time-consuming as you progress.
AI Checks the Medicine: A Real-World Test in UK Healthcare
A new study evaluates how well artificial intelligence can identify potential medication errors in routine primary care settings within the National Health Service.
XRP’s Dramatic Triangle: Will It Break Hearts or Banks? 💔💰
On Binance’s XRP/USDT 15-minute chart, the price lingers near $1.8656, trapped between a descending resistance ($1.88, darling, how passé) and a rising floor ($1.84, ever so hopeful). Such compression! Such drama! One might mistake it for a Victorian novel-if Victorian novels were about cryptocurrency and not tragic love affairs.