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Code Construction with Plateaued Functions: Bridging Classical and Quantum Frontiers

18.02.2026 by Ray Dalio

This review explores how specialized mathematical functions can be leveraged to build efficient linear codes with applications spanning traditional error correction and the emerging field of quantum computing.

Categories Science

Intelligent Surfaces Get a Quantum Boost for Secure Wireless

17.02.2026 by Ray Dalio

A secure multi-user communication system is enhanced through simulation-aided methodologies.

A new approach leverages quantum reinforcement learning to optimize reconfigurable intelligent surfaces for dramatically enhanced security and performance in multi-user wireless networks.

Categories Science

Squeezing Intelligence: Can We Keep AI Trustworthy on Less Powerful Hardware?

17.02.2026 by Ray Dalio

The study demonstrates that visual question answering (VQA) accuracy and coverage undergo a fundamental shift-evidenced by a transition from full in-distribution data [latex]100;0[/latex] to entirely out-of-distribution data [latex]0;100[/latex]-as models move toward conversational questions and lower-quality images, a phenomenon observed across both Idefics3-8B and Qwen2-VL-7B architectures.

New research reveals that shrinking the size of advanced vision-language AI models impacts their ability to provide reliable answers, but a simple solution can restore much of that lost trust.

Categories Science

Quantum Error Correction Gets a Speed Boost

17.02.2026 by Ray Dalio

The study demonstrates that the proposed SCNS-BP decoding algorithm outperforms the HGP codeC[latex]C_2[/latex][latex]C_2[/latex] with flooding BP, specifically addressing the [latex] [[1922, 50, 16]] [/latex] parameter set.

New scheduling algorithms for decoding quantum LDPC codes promise faster, more efficient error correction.

Categories Science

When Superconductivity Breaks Down: Probing Phase Transitions with Quantum Entanglement

17.02.2026 by Ray Dalio

The system exhibits a quantum phase transition at zero temperature, demarcating a critical boundary between superconducting and insulating phases within the [latex] (T,k) [/latex] plane, suggesting an inherent fragility in its conductive state.

New research leverages holographic duality to explore the subtle interplay between quantum criticality and entanglement in materials undergoing a transition between superconducting and insulating states.

Categories Science

Building Better Quantum Codes with Geometric Reflections

17.02.2026 by Ray Dalio

A novel construction method leveraging difference triangle set reflections simplifies the design of quantum convolutional codes with guaranteed performance characteristics.

Categories Science

Securing the Edge: A Review of Lightweight Cryptography

17.02.2026 by Ray Dalio

As billions of devices connect to the Internet of Things, ensuring their security with resource-efficient algorithms is paramount.

Categories Science

Quantum-Safe Code: The Developer’s Dilemma

17.02.2026 by Ray Dalio

A secure communication protocol relies on an initial key encapsulation mechanism-establishing a shared secret-followed by efficient symmetric encryption for data transfer, a process that balances security with performance demands.

Integrating post-quantum cryptography presents a significant usability challenge for developers lacking specialized security knowledge.

Categories Science

Rewriting Hadronization: A Diffusion-Based Approach

17.02.2026 by Ray Dalio

String hadronization is modeled through complementary frameworks-one depicting string breaks within a light-cone coordinate system where the probability is governed by worldsheet area, and another representing hadronization as a discrete Markov chain evolving remaining string mass [latex]M_n \to M_{n+1}[/latex] until termination occurs either within the band [latex]\mathcal{S}=[M\_{\star},M\_{\rm cut}][latex] or by undershooting into [latex]\mathcal{F}=(0,M\_{\star})[/latex].

A new framework recasts the complex process of hadronization as a conditioned stochastic diffusion, offering a consistent path toward both theoretical understanding and improved simulations.

Categories Science

Encoding Data in DNA: A New Approach to Storage Density

17.02.2026 by Ray Dalio

Researchers have developed a novel coding scheme to improve the reliability and capacity of DNA-based data storage systems, tackling the challenges of noisy sequencing.

Categories Science
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