Can Turbo Decoding Save Quantum Memories from Hook Errors?

In the quantum world, errors aren’t just annoying bugs. They’re stubborn fingerprints that cling to qubits, drift through circuits, and threaten to erase the delicate information quantum memory stores. When researchers talk about stabilizer measurements, they’re describing a concerted effort to keep the music in tune—detecting missteps and correcting them before the melody collapses into…

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Does the mean hide bias in cell perturbation models?

In the fast-growing world of single-cell biology, researchers race to predict how a cell’s gene expression will respond when you tweak a gene or apply a drug. The dream is a thunderous, scalable in silico lab: test thousands of perturbations in seconds, cut costs, and accelerate discovery. But a recent collaboration—centered at Shift Bioscience in…

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What bio-data augmentation could save science from rumor

In the world of biomedical text mining, researchers train computers to read papers, pull out meaningful links between drugs, genes, and diseases, and help scientists navigate a flood of information. But a stubborn bottleneck keeps stalling progress: there simply isn’t enough high-quality, carefully labeled data to teach these systems how biological relationships actually work. That…

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Words and Logic Converge in Computer Science Education

Highlight: The hardest CS courses can be made more human when we design the right vocabulary, not just better feedback. In computer science, students are often asked to translate messy, real‑world stories into tight, formal symbols. It sounds like a leap—from everyday speech to mathematical rigor—that hinges on one stubborn gap: the vocabulary. If you…

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AI’s Secret Recipe: How a New Tool Is Rewriting the Rules of Large Language Model Training

The Hidden World of Training Data Imagine building a house without ever inspecting the bricks. That’s essentially how we’ve been training large language models (LLMs) – relying on massive datasets without the tools to easily scrutinize their contents. These datasets are colossal, often encompassing hundreds of billions of words, and until now, researchers have lacked…

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When Jordan’s Twist Becomes Straight Math Magic

The subtle art of algebraic centralizers In the world of abstract algebra, where structures twist and turn in ways that defy everyday intuition, mathematicians often seek patterns that simplify complexity. One such pattern involves centralizers—special maps that commute with multiplication in a controlled way. But what happens when we relax the rules slightly and consider…

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