Nature Machine Intelligence
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Nature Machine IntelligenceResearchPhysics-informed machine learning: a hybrid lens for fluid dynamics Nature Machine Intelligence, Published online: 20 October 2026; doi:10.1038/s42256-026-01319-4 A neural network approach bridging Lagrangian and Eulerian perspectives transforms sparse observations…
Nature Machine Intelligence
Nature Machine IntelligenceResearchAgentic inequality Nature Machine Intelligence, Published online: 20 October 2026; doi:10.1038/s42256-026-01318-5 Sharp et al.

Nature Machine IntelligenceResearchLagrangian–Eulerian learning of flow field and trajectories with TrajectoryFlowNet Nature Machine Intelligence, Published online: 20 October 2026; doi:10.1038/s42256-026-01316-7 Wan et al.
Nature Machine Intelligence
Nature Machine IntelligenceResearchTowards understanding and monitorability of reasoning LLMs Nature Machine Intelligence, Published online: 19 October 2026; doi:10.1038/s42256-026-01333-6 Frontier LLMs are trained to solve problems in a step-by-step way, generating reasoning text in…

Nature Machine IntelligenceResearchReusability report: multi-sample omics network inference operates in distinct robustness regimes defined by prior knowledge and data availability Nature Machine Intelligence, Published online: 19 October 2026; doi:10.1038/s42256-026-01311-y This work studies the reusability of CORNETO, a previously developed framework for learning biological…

Nature Machine IntelligenceResearchLarge-scale iontronic skins with neural-hierarchical processing architecture Nature Machine Intelligence, Published online: 16 October 2026; doi:10.1038/s42256-026-01325-6 Li et al.

Nature Machine IntelligenceResearchAn all-in-one foundation model for multimodal medical image restoration and enhancement Nature Machine Intelligence, Published online: 13 October 2026; doi:10.1038/s42256-026-01310-z Cao et al.

Nature Machine IntelligenceResearchEmotional optimization by newsroom AI needs behavioural evaluation Nature Machine Intelligence, Published online: 07 October 2026; doi:10.1038/s42256-026-01315-8 When newsroom artificial intelligence (AI) engages in emotional packaging, it changes how a story feels…
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