Research Articles

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Total: 52,960 articles • Showing 2 of 52,960
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Supernetwork-based efficient mapping of deep learning applications to mixed-precision hardware using model adaptation.

Benmeziane H; Lammie C; Boybat I; Rasch M; Le Gallo M; Vasilopoulos A; Tsai H; Burr GW; Narayanan V; El Maghraoui K; Sebastian A

Researchers have created a new system called Mixed-Precision Supernetwork to make computers work faster and use less energy. This system helps computers decide the best way to solve problems by combining different types of computer parts and smartly deciding which parts of a problem need more or less detail. It helps computers solve problems 2.2 times faster and a little more accurately.

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Interplay of urbanization and agricultural modernization shapes nitrogen use in global croplands.

Wang S; Zhang X; Deng O; Gu B

The research shows that as cities grow, farms change in different ways depending on the country's wealth. In poorer countries, more city growth can mean more fertilizer use but less efficiency, while wealthier places use new farming techniques to balance better efficiency and crop growth. By using smarter tools and farming methods, city growth can help make farming more sustainable.

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