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Science

Hunting Exotic Tetraquarks at the LHC

14.04.2026 by Ray Dalio

The study details the fragmentation of gluons, heavy quarks, and nonconstituent quarks into all-heavy tetraquarks-a process governed by perturbative short-distance coefficients and nonperturbative long-distance matrix elements, revealing the complex interplay between short- and long-range interactions in hadronization.

New, high-precision fragmentation functions are enabling more accurate predictions for the production of all-charm tetraquarks at hadron colliders.

Categories Science

Quantum Agents: Scaling Reinforcement Learning with Distributed Quantum Computing

14.04.2026 by Ray Dalio

The MADQRL framework enables agents to learn independently, optimizing a shared environmental objective through localized observation, reward, and action spaces-a process where the collective policy emerges as an approximation of the product of these individual learnings, illustrated by the model’s application to a standard Markov Decision Process representation.

A new framework leverages the power of distributed quantum computing to enhance reinforcement learning in complex multi-agent systems.

Categories Science

Beyond MDS: Designing Better Codes for a Quantum Future

14.04.2026 by Ray Dalio

New research delves into Generalized Roth-Lempel codes, unlocking improved parameters for both classical and quantum error correction.

Categories Science

Beyond Equally Spaced Spectra: The Hidden Stability of Quantum Scars

14.04.2026 by Ray Dalio

The system’s half-chain von Neumann entanglement entropy, calculated for a size of [latex] L=8 [/latex], exhibits a clear relationship with energy across selected sectors defined by parameters [latex] (\lambda\_1, \lambda\_2) = (2, -3) [/latex], [latex] (a\_{+}, a\_{0}, a\_{-}) = (1/3, -1/5, 1/3) [/latex], and [latex] (k\_1, k\_2, m\_1, m\_2, m\_3) = (0, 0, 0, 0, 0) [/latex], demonstrating the intricate connection between entanglement, energy levels, and system configuration.

New research reveals that algebraic closure, rather than specific spectral properties, is the key to understanding the persistence of non-ergodic states in quantum many-body systems.

Categories Science

Fortifying Chips: A Lightweight Approach to IC Protection

14.04.2026 by Ray Dalio

Conventional integrated circuit design workflows inherently embed logic locking mechanisms, potentially creating vulnerabilities exploitable through reverse engineering and malicious modification.

A novel hardware security technique combines cryptography and obfuscation to defend against counterfeiting and reverse engineering with minimal resource overhead.

Categories Science

Encoding Security: A New Encryption Scheme Based on Problem Complexity

14.04.2026 by Ray Dalio

Researchers are exploring a novel public-key encryption approach that ties security to the difficulty of solving constraint satisfaction problems with a high degree of errors.

Categories Science

Quantum Fortification: Shielding AI from Adversarial Attacks

14.04.2026 by Ray Dalio

QShield integrates classical convolutional neural networks with parameterized quantum circuits-including entanglement and noise modeling-and a dynamic weighting hybrid fusion stage, effectively forging a system where quantum processing augments classical feature extraction to achieve a more robust and nuanced analytical framework.

Researchers are exploring the potential of quantum circuits to build more resilient neural networks capable of withstanding sophisticated adversarial manipulations.

Categories Science

Beyond the Barrier: A New View of Quantum Tunnelling

14.04.2026 by Ray Dalio

A mechanical model explores particle behavior within a rotationally invariant potential featuring both a false vacuum at [latex]r = r_{FV}[/latex] and a true vacuum at [latex]r = r_{TV}[/latex] - where [latex]r_{FV} < r_{TV}[/latex] - and demonstrates how, at fixed angular momentum, the interplay between the radial and effective potentials defines turning points crucial to understanding semiclassical tunneling phenomena, illustrated by a wavefunction oscillating within classically allowed regions but exponentially suppressed under potential barriers.

Researchers have developed a novel theoretical approach to calculating tunnelling rates in systems possessing conserved quantities, offering a simplified geometric perspective on this fundamental quantum process.

Categories Science

Can AI Reason About Code Concurrency?

14.04.2026 by Ray Dalio

A new approach combines the power of large language models with formal verification to tackle the notoriously difficult problem of finding bugs in concurrent programs.

Categories Science

Unlocking QCD’s Secrets: A New Calculation for Particle Interactions

14.04.2026 by Ray Dalio

The study dissects the intricacies of non-singlet splitting functions - [latex]P_{ns}^{(3)+}, P_{ns}^{(3)-}, P_{ns}^{(3)s}[/latex] - at [latex]n_f = 4[/latex], revealing how approximations, when contrasted with the full calculation, illuminate the inherent complexities within quantum chromodynamics and the subtle interplay between theoretical models and observed phenomena.

Researchers have completed a complex calculation refining our understanding of how quarks and gluons interact within protons and neutrons.

Categories Science
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