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Classifying multipartite continuous-variable entanglement structures through data-augmented neural networks
Nature Machine Intelligence, Published online: 30 July 2026; doi:10.1038/s42256-026-01284-yGao et al.…
- introduce a quantum data augmentation method to enable neural networks…
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Beyond representational alignment with brain-guided language models for robust reasoning
Nature Machine Intelligence, Published online: 03 August 2026; doi:10.1038/s42256-026-01278-wXiao et al.…
- show that large language models partially align with human brain activ…
- They further show that brain signals can directly guide and improve mo…
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Trajectory forecasting lifts the femtosecond ceiling in molecular simulation
Nature Machine Intelligence, Published online: 05 August 2026; doi:10.…
- 1038/s42256-026-01275-zA new deep learning method enables molecular dy…
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Reinforcement learning steers generative crystal design
Nature Machine Intelligence, Published online: 03 August 2026; doi:10.…
- 1038/s42256-026-01282-0Generative machine learning methods have led to…
- A reinforcement learning-based method steers candidate generation to t…
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Impact-resistant, autonomous robots inspired by tensegrity architecture
Nature Machine Intelligence, Published online: 10 August 2026; doi:10.1038/s42256-026-01280-2Johnson et al.…
- demonstrate an autonomous three-bar tensegrity robot capable of robust…
- 7-m drop onto asphalt.
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Learning contact representations in real-world clutter for universal robotic grasping
Nature Machine Intelligence, Published online: 12 August 2026; doi:10.1038/s42256-026-01292-yWang et al.…
- design efficient robot–environment interaction representations that ac…
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Towards general auditory intelligence for machine listening and speaking
Nature Machine Intelligence, Published online: 14 August 2026; doi:10.1038/s42256-026-01281-1Wang et al.…
- summarize advances in machine listening and speaking, speech-based int…
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Towards principled knowledge editing methods for large language model reasoning
Nature Machine Intelligence, Published online: 14 August 2026; doi:10.1038/s42256-026-01276-yChen et al.…
- explore limitations of current knowledge editing techniques in large l…
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