GradFreeBits: Gradient-Free Bit Allocation for Mixed-Precision Neural Networks.

Quantized neural networks (QNNs) are among the main approaches for deploying deep neural networks on low-resource edge devices. Training QNNs using different levels of precision throughout the network (mixed-precision quantization) typically achieves superior trade-offs between performance and computational load. However, optimizing the different precision levels of QNNs can be complicated, as the values of the bit allocations are discrete and difficult to differentiate for.

Association Between Behçet's Disease and Depression.

Background: Behçet's disease (BD) is a chronic vasculitic multi-systemic disease of unknown etiology. BD is characterized by recurrent attacks of oral aphthae, genital ulcers, and uveitis. BD is a multisystemic disorder and as such it may provoke various psychiatric manifestations, including depression.

Atopic Dermatitis and Infertility: A Nationwide Retrospective Cohort Study.

Background: Given that common pathophysiological factors play a role in atopic dermatitis (AD) and infertility, we assumed that the 2 conditions might demonstrate an epidemiological association. Large-scale epidemiological data on this topic are lacking.

Objectives: The aim of this work was to evaluate the potential association between AD and infertility in a broad community-based population.

Drug Reaction with Eosinophilia and Systemic Symptoms (DRESS) Associated with Infection.

Mycoplasma infection may lower the threshold for drug allergy in particular patients. We present a case of drug reaction with eosinophilia and systemic symptoms (DRESS), with drug etiology and non-drug etiology (Mycoplasma infection). Possible synergism between previously known drug allergy and the acute Mycoplasma infection may have led to DRESS eruption.

Primary Cutaneous Cryptococcosis: An Unusual Injection Site Infection.

Primary cutaneous cryptococcosis (PCC) is an uncommonly reported entity. We describe an unusual case of PCC in an injection site of an immunocompromised patient. The specific case demonstrates a challenging treating dilemma with different alternative treatment choices.