arXiv Preprint ArchiveDecember 1, 2024Qianren Mao, Weifeng Jiang, Junnan Liu et al.
preprint
The semi-supervised learning (SSL) strategy in lightweight models requires reducing annotated samples and facilitating cost-effective inference. However, the constraint on model parameters, imposed by the scarcity of training labels, limits the SSL performance. In this paper, we introduce PS-NET, a novel framework tailored for semi-supervised text mining with lightweight models. PS-NET...
Clinical studies have demonstrated that exposure to the inhalational general anesthetic nitrous oxide (N2O) produces antidepressant effects in depressed patients. However, the mechanisms underlying the antidepressant effects of N2O remain largely unknown. Neuronal nitric oxide synthase (nNOS)-mediated nitric oxide (NO) synthesis is essential for brain function and underlies the molecular...
Li Zhou, Qianhan Liu, Shengdan Liu et al.
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Abstract Pain and psychological disorders are two common symptom clusters in patients with herpes zoster-related pain (HZ-RP). Numerous neuroimaging studies have revealed abnormal brain structure and function in patients with HZ-RP. However, very few studies have focused on the functional characteristics of the brain in HZ-RP patients with different levels of anxiety. Fractional amplitude of...