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Approximating Probabilistic Inference in Statistical EL with Knowledge Graph Embeddings

Computer Science > Artificial Intelligence [Submitted on 16 Jul 2024 (v1), last revised 2 Jun 2026 (this version, v2)] Title:Approximating Probabilistic Inference in Statistical EL with Knowledge Graph Embeddings View PDF HTML (experimental)Abstract:Statistical information is ubiquitous but drawing valid conclusions from it is prohibitively hard. We explain how knowledge graph embeddings can be used to approximate probabilistic inference efficiently using the example of Statistical EL (SEL),...

arXiv CS 7d ago

Dynamic Alignment as a Statistical Survival Effect

Announce Type: replace Abstract: Dynamic alignment in magnetohydrodynamic (MHD) turbulence is often interpreted as a scale-dependent tendency of counterpropagating Els\"asser increments to become increasingly aligned at smaller perpendicular scales, with direct implications for the inertial-range spectrum of space and astrophysical plasma turbulence. We show that this is not the correct physical interpretation of the standard amplitude-weighted measurements. Using high-resolution...

arXiv Physics 7d ago

'Rain bomb', mini tornadoes: Debunking Australia's greatest weather myths

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ABC Australia 4d ago

Diverse binding poses of agonistic neurotoxins on human Na<sub>v</sub>1.6

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Nature 20h ago

World Cup 2026 in numbers: Key statistical goals, titles and age records

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Al Jazeera 3d ago

Ranked: The final 48 World Cup rosters are in! Whi...

Finally, we have arrived. The World Cup starts in a little over a week, and every team has finalized its 26-man squad. We know every country that will be participating in the World Cup, and we also know -- barring last-minute injuries -- every player who will be participating in the World Cup.

ESPN 8d ago

Number of conflicts between states reaches highest level since World War II

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Phys.org 1d ago

SIRT7 regulates dosage compensation and safeguards the female X&#xa0;chromosome

Abstract Sirtuins are deacetylases implicated in stress responses and longevity in mammals1,2. Although their differential impact on disease for the two sexes has been noted3,4,5,6,7, the underlying reasons are unclear. Here, using Sirt7 as a model in mice, we examine the mechanisms leading to sex differences and find that Sirt7−/− female mice have decreased fitness throughout their lifespan.

Nature 20h ago

Grading bold preseason predictions for all 30 NBA ...

Before this NBA season began, I made 30 bold but realistic predictions, one for each team. In retrospect, some of them made me look prescient and smart. So as the 2025-26 season winds down and the offseason approaches, it's a good time to reflect on those scattered prognoses.

ESPN 1d ago

PSG vs Arsenal is proof that the Gunners can slow down time

Until a goofy-looking German working in a Swiss patent office came around, all of us took an Englishman’s word for how the universe functioned. The received wisdom was that time flew linearly at the same pace for everyone and space was a grand stage that stood still. But then the patent clerk showed that not only was time not absolute, but it depended on two things: motion and gravity.

Times of India 10d ago