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2025-12-30
12:32
[FZJ-2025-05878] Book
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Molecular Simulations of Energy Materials
Basel : MDPI 134 pp. ()
The continuous rise in global energy demand, together with the depletion of conventional resources, places increasing pressure on the scientific community to develop materials that enable clean, efficient, and sustainable energy generation, storage, and utilization. The phenomena underlying these processes are inherently complex, often occurring simultaneously across multiple spatial (from atomic to macroscopic) and temporal (from femtoseconds to years) scales. [...]

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2025-12-30
10:48
DBCoverage [FZJ-2025-05877] Journal Article
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Molecular Simulations of Energy Materials
Molecules 30(21), 4270 - () [10.3390/molecules30214270]
The accelerating demand for energy, coupled with the ongoing depletion of conventional energy resources and environmental problems, poses a critical challenge to the scientific community. Addressing this challenge requires the development of innovative materials capable of generating, converting, storing, and utilizing energy in ways that are both sustainable and environmentally benign. [...]
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2025-12-29
18:34

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2025-12-29
18:30

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2025-12-29
18:22

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2025-12-29
18:18

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2025-12-29
18:10

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2025-12-29
18:02

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2025-12-29
17:57

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2025-12-29
17:43
[FZJ-2025-05869] Preprint
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Coupled Transformer Autoencoder for Disentangling Multi-Region Neural Latent Dynamics
Simultaneous recordings from thousands of neurons across multiple brain areas reveal rich mixtures of activity that are shared between regions and dynamics that are unique to each region. Existing alignment or multi-view methods neglect temporal structure, whereas dynamical latent variable models capture temporal dependencies but are usually restricted to a single area, assume linear read-outs, or conflate shared and private signals. [...]
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