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This paper firstly proposes a simple yet efficient generalized approach to apply differential privacy to text representation (i.e., word embedding). Based on it, we propose a user-level approach to learn personalized differentially private word embedding model on user generated contents (UGC). To our best knowledge, this is the first work of learning user-level differentially private word embeddin
Given the increasing number of heterogeneous data stored in relational databases, file systems or cloud environment, it needs to be easily accessed and semantically connected for further data analytic. The potential of data federation is largely untapped, this paper presents an interactive data federation system (https://vimeo.com/319473546) by applying large-scale techniques including heterogeneo
To protect user privacy in data analysis, a state-of-the-art strategy is differential privacy in which scientific noise is injected into the real analysis output. The noise masks individual’s sensitive information contained in the dataset. However, determining the amount of noise is a key challenge, since too much noise will destroy data utility while too little noise will increase privacy risk. T
Pretrained language models are integral part of AI applications, but their high computational cost for training limits accessibility. Initiatives such as Bloom and StarCoder aim to democratize access to pretrained models for collaborative community development. Despite these efforts, such models encounter challenges such as limited multilingual capabilities, risks of catastrophic forgetting during
Automatic voice pathology detection is promising for non-invasive screening and early intervention using sound signals. Nevertheless, existing methods are susceptible to covariate shifts due to background noises, human voice variations, and data selection biases leading to severe performance degradation in real-world scenarios. Hence, we propose a non-invasive framework that contrastively learns p
Introduction: Postnatal pesticide exposure and its impact on executive functioning (EF) in children and adolescents remains underexplored, particularly in African agricultural contexts. This study investigated associations between urinary pesticide biomarkers and EF in the Child health Agricultural Pesticide study in South Africa (CapSA). Methods: Data from 445 participants (mean age: 10.6 years;
Background: Air pollution is a known risk factor for chronic respiratory diseases, including asthma and chronic obstructive pulmonary disease (COPD). However, evidence regarding the role of black carbon (BC) remains mixed and sparse. This study aimed to examine the association of long-term exposure to air pollution, focusing on BC, with incident asthma and COPD in adults. Method: We followed 28,73
Importance: Traditional adoption studies examine disorder-to-disorder parent-offspring transmission. The role of parental genetic risk in offspring disorder transmission can capture indirect genetic effects from parental genotype to parental phenotype to offspring risk. Objective: To assess the relative importance of genetic and rearing effects from paternal family genetic risk scores (FGRSs) in 3
This paper presents archeological data and chronometric dates documenting human presence in Serbia, central Balkans, during MIS 2. We describe findings from excavations at three cave sites and dating results from two additional localities. The evidence suggests that people were present in the area during the second half of the glacial peak between 25 and 19ka calBp. The chronological placement of
BACKGROUND: Long-term prospective data on antibody and T-cell responses beyond the third COVID-19 mRNA vaccine dose, particularly in relation to prior SARS-CoV-2 infections and breakthrough infections, remain limited.METHODS: Health care workers (HCWs) vaccinated with BNT162b2 were enrolled in January 2021. Blood samples were collected before and one month after each of four vaccine doses through
Timely diagnosis of type 1 diabetes (T1D), especially in high-risk populations, is crucial for preventing serious health complications. T1D is a chronic progressive autoimmune disease that has presymptomatic stages that can be identified through the detection of islet autoantibodies. Given that T1D is associated with other autoimmune diseases, having either those diseases or a family history of th
This paper investigates how bank liability regimes shaped liquidity responses during the Great Depression in Sweden. Using monthly balance sheet data (1929-1934), we find that unlimited liability banks increased liquid assets more aggressively in response to monetary tightening and crisis, reallocating away from securities. In contrast, limited liability banks exhibited weaker responses. Mechanism
Importance Elevated blood pressure (BP) in adolescence has been linked to higher risk of cardiovascular disease mortality, as well as surrogate markers of atherosclerosis, such as carotid intima-media thickness and coronary artery calcification. However, these markers do not fully capture the complex spectrum of subclinical atherosclerotic cardiovascular disease. Objective To examine the associati
Mismatch negativity (MMN) is an EEG voltage fluctuation caused by the brain's automatic reaction to unexpected changes in a repetitive stimulation. In an experiment we studied 68 infants of which 2/3 were born preterm. Due to noise of large amplitude, the MMN is difficult to detect in a single infant's EEG. Therefore grand average, which is a average of many subjects EEG recordings, is sometimes u
The paper studies redistributive choices and tests the trade-off between a meritocratic ideal and the willingness to reward cooperation. We design an online experiment that collects information on real redistribution in favor of subjects that differ in relative performance and cooperative levels. Cooperative behavior plays a major role in making people “deserve” redistribution; furthermore, redist
The illicit trafficking of cultural heritage represents a significant global challenge, exacerbated by digital technologies that facilitate unauthorised trade while offering new protection opportunities. The ANCHISE project addresses these challenges through a suite of six innovative, complementary tools designed to enhance the detection, prevention, and investigation of cultural property traffick
South America’s major montane systems (Andes, Pantepui, Atlantic Forest) host many endemic lineages, including some that are phylogenetically related across these systems yet highly divergent from lineages in the intervening lowlands. This pattern likely reflects historical vicariance, dispersals, and extinctions, but the spatiotemporal context of these events relative to environmental changes and
