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Faster Gravitational Wave Signals with Multiband Quadratures

17.01.2026 by Ray Dalio

The study demonstrates that likelihood errors-calculated between full and reduced order quadrature (ROQ) likelihoods, and further refined with a multiband approach-remain consistently below a threshold of [latex] 7\times 10^{-3} [/latex] across 6400 randomly sampled gravitational waveforms drawn from a 256-second basis parameter space, suggesting a high degree of accuracy in the reduced models.

A new approach to constructing gravitational wave signals significantly speeds up data analysis by efficiently building the necessary mathematical basis.

Categories Science

Rolling the Dice with Smart Contracts: A New Benchmark for Randomness Vulnerabilities

16.01.2026 by Ray Dalio

The dataset’s construction methodically categorized contracts by risk level, reflecting an acceptance that any classification is inherently a prediction of eventual miscategorization.

A comprehensive dataset reveals widespread susceptibility to bad randomness in Ethereum smart contracts, exposing critical gaps in current security tooling.

Categories Science

Boosting Polar Codes with Smart Design Choices

16.01.2026 by Ray Dalio

A novel framework combines bit reliability and codeword distance to enhance the performance of polar codes, particularly at shorter block lengths.

Categories Science

Decoding the Past: Reconstructing Data from Noisy Channels

16.01.2026 by Ray Dalio

For [latex] K = 2 [/latex], [latex] K = 3 [/latex], and [latex] K = 4 [/latex], the achievable rate regions of Algorithm 2-as established by Theorem 4-demonstrate performance approaching channel capacity (Theorem 2), surpassing that of a hard-decision majority-decoder (Corollary 2).

A new algorithm efficiently recovers Reed-Solomon codes from multiple, imperfect readings, offering a path to more reliable data storage and transmission.

Categories Science

Decoding the Silence: A New Approach to Burst Error Correction

16.01.2026 by Ray Dalio

Distinct bursts of [latex] (t_1, t_2) [/latex]-DI are observed in both the x (blue) and y (red) dimensions, indicating transient, directional impulses along these axes.

This review explores a computationally efficient method for correcting data corruption caused by multiple, consecutive deletions and insertions within a data stream.

Categories Science

Beyond the Signal: Contextual Decoding for Robust Communication

16.01.2026 by Ray Dalio

The study demonstrates that performance, as measured by [latex]BLEU-4[/latex] scores, degrades predictably under additive white Gaussian noise (AWGN) conditions, revealing the inherent fragility of inter-component communication in noisy environments.

A new framework leverages contextual understanding and error correction to dramatically improve communication reliability, particularly in challenging low-signal conditions.

Categories Science

Future-Proofing Encryption: A Quantum-Enhanced Approach

16.01.2026 by Ray Dalio

A new hybrid encryption scheme combines classical and quantum techniques to offer robust data protection in the face of evolving computational threats.

Categories Science

Entangled Data: Rewriting the Rules of Distributed Storage

16.01.2026 by Ray Dalio

A distributed storage system employing a [latex](n,k,d)=(4,2,3)[/latex] configuration, with [latex]\alpha=3[/latex] and parity consistency [latex]\beta_c[/latex] equaling parity quantization [latex]\beta_q[/latex] both set to [latex]\beta=1[/latex], demonstrates a classical and quantum cut approach to data redundancy and recovery.

A new approach leveraging quantum entanglement offers the potential to dramatically reduce bandwidth demands in distributed storage systems.

Categories Science

Securing Zero-Knowledge: A New Framework for Verifying Noir Programs

16.01.2026 by Ray Dalio

The NAVe formal verifier provides a framework for rigorous analysis, dissecting system behavior to expose vulnerabilities and ensure dependable operation through exhaustive state-space exploration.

Researchers have developed NAVe, a formal verification system designed to proactively identify vulnerabilities in zero-knowledge circuits built with the Noir programming language.

Categories Science

Beyond Reversibility: Rewriting Gravity with Quantum Circuits

16.01.2026 by Ray Dalio

The study demonstrates that a non-invertible fusion gate operates not as a continuous transformation-such as movement along a Virasoro coadjoint orbit-but as a discrete shift between conformal families characterized by distinct conformal weights [latex]h_a, h_b, h_c[/latex], effectively manifesting in an AdS3/CFT correspondence as an instantaneous insertion of a defect [latex]D_b[/latex] that abruptly alters boundary stress-tensor data and delineates regions governed by differing highest-weight representations.

New research explores how non-invertible symmetries in quantum circuits connect to the geometry of gravity, potentially refining our understanding of the AdS/CFT correspondence.

Categories Science
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