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Beyond Residuals: Guaranteeing Accuracy in Neural PDE Solutions

21.03.2026 by Ray Dalio

Despite the elegance of numerical methods like the fourth-order Runge-Kutta, a neural network architecture-specifically one composed of three hidden layers with ten neurons each-provides a competitive solution, suggesting that even well-established techniques face challenges from emerging, data-driven approaches.

A new framework provides verifiable bounds on the error of neural network-based solvers for partial differential equations, moving beyond empirical observation to solution-space guarantees.

Categories Science

Time Travel for Knowledge Graphs: Querying the Past with QuaQue

21.03.2026 by Ray Dalio

QuaQue facilitates translation from [latex]\text{SPARQL}[/latex] to [latex]\text{SQL}[/latex], enabling queries across knowledge graphs and relational databases through a unified interface.

A new system, QuaQue, enables efficient querying of evolving knowledge graphs by representing version history in a compact, relational format.

Categories Science

Beyond Mesons: Hunting Exotic Tetraquarks with Heavy Quarks

21.03.2026 by Ray Dalio

The study presents continuum-extrapolated results for tetraquark states-specifically, the axialvector and scalar [latex]b\bar{s}\bar{u}\bar{d}[/latex]-normalized against their respective decay thresholds of [latex]B^*K[/latex] and [latex]BK[/latex], with uncertainties quantified by [latex]1\sigma[/latex] bands, offering insights into the composition and stability of these exotic hadronic structures.

New lattice QCD simulations explore the potential for stable, four-quark states containing bottom and strange quarks, shedding light on the complex landscape of hadron physics.

Categories Science

Securing the Industrial Edge: Performance of ChaCha20-Poly1305

21.03.2026 by Ray Dalio

A new analysis demonstrates the viability of lightweight cryptography for real-time communication in critical infrastructure networks.

Categories Science

Keeping Buses on Schedule: A Robust AI for Fleet Control

21.03.2026 by Ray Dalio

Reinforcement learning algorithms-specifically, variations of the RE-SAC method alongside SAC, DSAC-v1, and BAC-demonstrate varying rates of cumulative reward acquisition, as evidenced by their distinct learning curves, suggesting differing efficiencies in exploration and exploitation strategies.

Researchers have developed a new reinforcement learning framework to improve the stability and reliability of bus fleet management in the face of real-world uncertainties.

Categories Science

Unlocking Rare Decay Predictions with Lattice QCD

21.03.2026 by Ray Dalio

Predictions within the Standard Model detail the differential branching fraction and angular observables-specifically [latex]F_L^L[/latex] and [latex]A_{FB}^\ell[/latex]-resulting from the decay of the [latex]\Xi_b^-\to\Xi^-\mu^+\mu^-[/latex] particle.

New calculations of Ξb to Ξ form factors are paving the way for more precise tests of the Standard Model in the realm of heavy baryons.

Categories Science

Trusting the Algorithm: A New Path to Verifiable AI

21.03.2026 by Ray Dalio

Distributions of neuron activations at bottleneck layers and the fully connected layer reveal that [latex]\mathcal{M}[/latex] (blue) and [latex]\widetilde{\mathcal{M}}[/latex] (orange) models exhibit distinct probability densities during path selection, as indicated by quartile markers and mean values.

Researchers are developing methods to cryptographically prove the correctness of AI inferences, building confidence in machine learning systems.

Categories Science

Beyond Computability: Mapping the Landscape of Solvable Problems

20.03.2026 by Ray Dalio

New research establishes a refined framework for classifying the inherent difficulty of computational tasks, going beyond traditional notions of what can and cannot be solved.

Categories Science

Intelligent Surfaces, Robust Signals: Overcoming Real-World Wireless Challenges

20.03.2026 by Ray Dalio

A reconfigurable intelligent surface (RIS) facilitates a robust and scalable resource sharing multiple access (RSMA) system, offering a practical pathway to enhance wireless communication efficiency.

This review explores how to design reliable wireless communication systems using reconfigurable intelligent surfaces, even when faced with hardware limitations and imperfect interference cancellation.

Categories Science

Beyond Mesons: Unveiling Hidden Tetraquark States

20.03.2026 by Ray Dalio

Tetraquark operators are constructed from displaced quarks and antiquarks arranged in single-site, I-shaped doubly-displaced, and cross-shaped quadruply-displaced configurations, with variations denoted by ‘a’ and ‘b’ representing differing displacement orderings and encompassing two distinct color structures as defined by [latex] Eqs. (12) [/latex] and [latex] (13) [/latex].

New lattice QCD calculations reveal that accurately describing the energies of light meson resonances requires the inclusion of operators representing more complex, tetraquark configurations.

Categories Science
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