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Science

Predicting Heart Failure Years in Advance with AI and Daily ECGs

05.01.2026 by qfx

Holter ECG examinations, when coupled with the DeepHHF model for opportunistic analysis, offer a pathway to identify patients at moderate or high risk of heart failure-facilitating proactive interventions such as BNP testing or echocardiography-and potentially improving preventative care.

A new deep learning model analyzes full-day electrocardiograms to forecast heart failure risk up to five years before traditional diagnosis.

Categories Science

Core Under Pressure: Machine Learning Illuminates Earth’s Inner Furnace

04.01.2026 by qfx

The predicted melting curve of iron, derived from two-phase simulations, aligns with and refines existing data from diverse experimental studies [emcAnzellini2013,emcSinmyo2019,emcLi2020,emcKraus2022,emcBalugani2024] and computational investigations [aimcAlfe2009,aimcGonzalez2023,aimcSun2022,aimcSun2023,aimcBelonoshko2021,aimcStixrude2014,aimcAlfe2002,aimcBelonosko2000,aimcWu2024,aimcSola2009], demonstrating the model’s capacity to synthesize and potentially transcend established knowledge of iron’s behavior under extreme conditions.

A new physics-informed machine learning approach is unlocking the secrets of iron’s behavior at the extreme temperatures and pressures of Earth’s core.

Categories Science

Taming Plasma Chaos: AI-Powered Uncertainty Quantification

04.01.2026 by qfx

Decomposition reveals distinct components-a background term [latex] \widetilde{\mathcal{M}} [/latex] and a perturbation term [latex] g [/latex]-each assessed against reference Maxwellian distributions characterized by varying anisotropy and isotropy, ultimately demonstrating how moment-matching techniques refine the approximation of complex systems as they evolve.

A new framework leverages neural networks and advanced mathematical techniques to efficiently predict the behavior of complex plasmas under uncertainty.

Categories Science

Beyond Words: Teaching Machines to Get the Joke

04.01.2026 by qfx

The WM-SAR framework establishes a system for understanding complex data through iterative deconstruction and reconstruction, effectively modeling reality by probing its inherent limitations.

New research explores how to imbue AI agents with the ability to understand sarcasm, moving past simple keyword detection towards true contextual reasoning.

Categories Science

Mapping the Heart of Galaxies with AI

04.01.2026 by qfx

Even when faced with increasingly compromised data-specifically, transfer functions constructed from multiple basis components and afflicted by observational gaps reaching fifty percent-a novel deep convolutional neural network, (D)CNN, demonstrates a robust capacity for recovery, consistently outperforming existing analytic methods like MEMEchore, suggesting that complex systems can be reliably reconstructed even from fragmented evidence, though no method is immune to the inevitable decay of information.

A new machine learning approach accurately reconstructs how light echoes within active galaxies, revealing crucial information about their central engines.

Categories Science

Synchronizing Swarms Despite Delays

04.01.2026 by qfx

A new control framework enables heterogeneous multi-agent systems to maintain coordinated behavior even with significant communication delays.

Categories Science

Keeping Network Traffic Classifiers Current: A Stability Benchmark

04.01.2026 by qfx

Dataset stability benchmarking of the most frequently drifted classes within the CESNET-TLS-Year22 dataset, assessed through V-B selection, reveals vulnerabilities inherent in even well-maintained datasets over time.

As network conditions evolve, maintaining accurate traffic classification requires continuous adaptation and a robust understanding of underlying data stability.

Categories Science

Seeing the Sun in Full Color: A New Approach to Image Compression

04.01.2026 by qfx

Spatial and spectral dependencies within multispectral solar images are jointly captured through graph construction across both localized spatial windows and varying spectral channels, enabling a holistic analysis of solar phenomena.

Researchers have developed a novel compression technique that preserves the critical spectral details in high-resolution solar imagery, enabling more efficient storage and analysis of this valuable data.

Categories Science

When Networks Unravel: Predicting the Spread of Decay

04.01.2026 by qfx

A strategic network abandonment model demonstrates that increasing an outside option for agents initially causes exits only among those with the lowest payoff, but beyond a certain threshold-defined by the network’s payoff structure and an outside utility value of [latex]5.05[/latex] relative to minimal in-network utility of [latex]5.1[/latex]-can trigger a cascading abandonment where the departure of a few agents induces further, widespread departures, highlighting a critical transition in network stability governed by parameters [latex]\alpha = 1[/latex], [latex]\beta = 0.3[/latex], and [latex]\beta\rho(A) = 0.9[/latex].

New research illuminates the factors that determine whether the abandonment of connections in a network will remain isolated or cascade into systemic failure.

Categories Science

Deeds on the Blockchain: Automating Real Estate Verification

04.01.2026 by qfx

Data reconciliation and credential issuance converge in a structured workflow, establishing a final stage where system integrity is validated and authorized access is formally granted-a necessary decay prevention measure for any distributed system.

A new system leverages document digitization and verifiable credentials to streamline property transactions and enhance trust in real estate records.

Categories Science
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