Convolutional neural networks quantify antibiotic resistance in Mycobacterium tuberculosis with diagnostic grade accuracy and predict treatment response
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Programmable RNA translation through deep learning-driven IRES discovery and de novo generation
Nature Machine Intelligence, Published online: 24 April 2026; doi:10.1038/s42256-026-01213-z Chu et al. present a framework for programmable RNA translation, of…
Adopting a human developmental visual diet yields robust and shape-based AI vision
Nature Machine Intelligence, Published online: 24 April 2026; doi:10.1038/s42256-026-01228-6 Lu, Thorat and colleagues report that training AI vision systems with…
Fluid thinking about collective intelligence
Nature Machine Intelligence, Published online: 24 April 2026; doi:10.1038/s42256-026-01211-1 Collectives exhibit intrinsically different operations, resources and limitations depending on whether…
From embodied intelligence to physical AI
Nature Machine Intelligence, Published online: 24 April 2026; doi:10.1038/s42256-026-01239-3 Several frameworks from different disciplines are converging on the scientific question…
A multimodal large language model for materials science
Nature Machine Intelligence, Published online: 24 April 2026; doi:10.1038/s42256-026-01214-y Tang et al. introduce MatterChat, a multimodal framework effectively integrating material…
Transformers Can Learn Connectivity in Some Graphs but Not Others
arXiv:2509.22343v2 Announce Type: replace-cross Abstract: Reasoning capability is essential to ensure the factual correctness of the responses of transformer-based Large…
Towards Initialization-dependent and Non-vacuous Generalization Bounds for Overparameterized Shallow Neural Networks
arXiv:2604.00505v3 Announce Type: replace-cross Abstract: Overparameterized neural networks often show a benign overfitting property in the sense of achieving excellent…
FASE : A Fairness-Aware Spatiotemporal Event Graph Framework for Predictive Policing
arXiv:2604.18644v2 Announce Type: replace-cross Abstract: Predictive policing systems that allocate patrol resources based solely on predicted crime risk can unintentionally…
Location-Aware Pretraining for Medical Difference Visual Question Answering
arXiv:2603.04950v2 Announce Type: replace-cross Abstract: Differential medical VQA models compare multiple images to identify clinically meaningful changes and rely on…