A Review of State-of-the-art Mixed-Precision Neural Network Frameworks.

Mixed-precision Deep Neural Networks (DNNs) provide an efficient solution for hardware deployment, especially under resource constraints, while maintaining model accuracy. Identifying the ideal bit precision for each layer, however, remains a challenge given the vast array of models, datasets, and quantization schemes, leading to an expansive search space. Recent literature has addressed this challenge, resulting in several promising frameworks.

Beyond deep-sea mining sublethal effects: Delayed mortality from acute Cu exposure of the cold-water octocoral Viminella flagellum.

The potential release of metals, especially copper (Cu) during mining of seafloor massive sulphides (SMS), represents a potential toxicological threat to cold-water coral (CWC) habitats. Herein, we evaluated for the first time the response of the whip coral Viminella flagellum to short-term acute Cu exposure. Nubbins of V.

Embryo and larval biology of the deep-sea octocoral aff. under different temperature regimes.

Deep-sea octocorals are common habitat-formers in deep-sea ecosystems, however, our knowledge on their early life history stages is extremely limited. The present study focuses on the early life history of the species aff. , a common deep-sea octocoral in the Azores.

Contrasting metabolic strategies of two co-occurring deep-sea octocorals.

The feeding biology of deep-sea octocorals remains poorly understood, as attention is more often directed to reef building corals. The present study focused on two common deep-water octocoral species in the Azores Archipelago, Dentomuricea aff. meteor and Viminella flagellum, aiming at determining their ability to exploit different food sources.

A 27-Year-Old Lebanese Man with Stomach Perforation and Regurgitation of a Beef Tapeworm (Taenia saginata): A Case Report and Review of the Literature.

BACKGROUND The global burden of Taenia saginata (T. saginata), the beef tapeworm, includes economic loss, and its pathogenicity is considered mild. T.

Jejunal diverticular disease: a report of three cases.

Jejunal diverticula (JD) are a rare medical entity. They are often unnoticed, until complications occur. We report herein three cases of such diverticula, analyzed retrospectively, and depicting some of these complications: small bowel obstruction due to enterolith in a giant diverticulum treated surgically, incidental intraoperative finding on an anastomotic jejunal limb affecting the surgical plan and diverticulitis with anemia.