Tianyuan Zou
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View article: Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion
Contrastive Private Data Synthesis via Weighted Multi-PLM Fusion Open
Substantial quantity and high quality are the golden rules of making a good training dataset with sample privacy protection equally important. Generating synthetic samples that resemble high-quality private data while ensuring Differential…
View article: FuseGen: PLM Fusion for Data-generation based Zero-shot Learning
FuseGen: PLM Fusion for Data-generation based Zero-shot Learning Open
Data generation-based zero-shot learning, although effective in training Small Task-specific Models (STMs) via synthetic datasets generated by Pre-trained Language Models (PLMs), is often limited by the low quality of such synthetic datase…
View article: A novel homozygous RSPH4A variant in a family with primary ciliary dyskinesia and literature review
A novel homozygous RSPH4A variant in a family with primary ciliary dyskinesia and literature review Open
Introduction: Primary ciliary dyskinesia (PCD) is a rare heterogeneous disease caused by abnormalities in motile cilia. In this case report, we first analyzed the clinical and genetic data of a proband who was suspected of having PCD on th…
View article: Excessive processing and acetylation of OPA1 aggravate age‐related hearing loss via the dysregulation of mitochondrial dynamics
Excessive processing and acetylation of OPA1 aggravate age‐related hearing loss via the dysregulation of mitochondrial dynamics Open
The pathogenesis of age‐related hearing loss (ARHL) remains unclear. OPA1 is the sole fusion protein currently known to be situated in the inner mitochondrial membrane, which is pivotal for maintaining normal mitochondrial function. While …
View article: VFLAIR: A Research Library and Benchmark for Vertical Federated Learning
VFLAIR: A Research Library and Benchmark for Vertical Federated Learning Open
Vertical Federated Learning (VFL) has emerged as a collaborative training paradigm that allows participants with different features of the same group of users to accomplish cooperative training without exposing their raw data or model para…
View article: Spatio-temporal pattern of c-Jun N-terminal kinase isoforms in the cochleae of C57BL/6J mice with presbycusis
Spatio-temporal pattern of c-Jun N-terminal kinase isoforms in the cochleae of C57BL/6J mice with presbycusis Open
The c-Jun N-terminal kinase (JNK) pathway is a vital component of the mitogen-activated protein kinase cascade, which regulates cell death and survival. The present study aimed to explore the Spatio-temporal changes in all JNK isoforms in …
View article: Mutual Information Regularization for Vertical Federated Learning
Mutual Information Regularization for Vertical Federated Learning Open
Vertical Federated Learning (VFL) is widely utilized in real-world applications to enable collaborative learning while protecting data privacy and safety. However, previous works show that parties without labels (passive parties) in VFL ca…
View article: Vertical Federated Learning: Concepts, Advances and Challenges
Vertical Federated Learning: Concepts, Advances and Challenges Open
Vertical Federated Learning (VFL) is a federated learning setting where multiple parties with different features about the same set of users jointly train machine learning models without exposing their raw data or model parameters. Motivat…
View article: Impacts of impaired mitochondrial dynamics in hearing loss: Potential therapeutic targets
Impacts of impaired mitochondrial dynamics in hearing loss: Potential therapeutic targets Open
Mitochondria are the powerhouse of the cells. Under physiological conditions, mitochondrial fission and fusion maintain a dynamic equilibrium in the cytoplasm, which is referred to as mitochondrial dynamics. As an important approach to reg…
View article: The influence of metabolic syndrome on age-related hearing loss from the perspective of mitochondrial dysfunction
The influence of metabolic syndrome on age-related hearing loss from the perspective of mitochondrial dysfunction Open
With the increase in life expectancy in the global population, aging societies have emerged in many countries, including China. As a common sensory defect in the elderly population, the prevalence of age-related hearing loss and its influe…
View article: Mechanism of Fructus Mume Pills Underlying Their Protective Effects in Rats with Acetic Acid-Inducedulcerative Colitis via the Regulation of Inflammatory Cytokines and the VEGF-PI3K/Akt-eNOS Signaling Pathway
Mechanism of Fructus Mume Pills Underlying Their Protective Effects in Rats with Acetic Acid-Inducedulcerative Colitis via the Regulation of Inflammatory Cytokines and the VEGF-PI3K/Akt-eNOS Signaling Pathway Open
Background. Fructus mume pills (FMPs) have been clinically proven to be effective for treating ulcerative colitis (UC). However, the therapeutic and protective mechanisms have not been fully studied. Aim. We aimed to explore the mechanism …
View article: Batch Label Inference and Replacement Attacks in Black-Boxed Vertical Federated Learning
Batch Label Inference and Replacement Attacks in Black-Boxed Vertical Federated Learning Open
In a vertical federated learning (VFL) scenario where features and model are split into different parties, communications of sample-specific updates are required for correct gradient calculations but can be used to deduce important sample-…
View article: Tlr2/4 Double Knockout Attenuates the Degeneration of Primary Auditory Neurons: Potential Mechanisms From Transcriptomic Perspectives
Tlr2/4 Double Knockout Attenuates the Degeneration of Primary Auditory Neurons: Potential Mechanisms From Transcriptomic Perspectives Open
The transcriptomic landscape of mice with primary auditory neurons degeneration (PAND) indicates key pathways in its pathogenesis, including complement cascades, immune responses, tumor necrosis factor (TNF) signaling pathway, and cytokine…
View article: Sensorineural hearing loss may lead to dementia-related pathological changes in hippocampal neurons
Sensorineural hearing loss may lead to dementia-related pathological changes in hippocampal neurons Open
View article: The Immune System Can Hear Noise
The Immune System Can Hear Noise Open
As a stressor widely existing in daily life, noise can cause great alterations to the immune system and result in many physical and mental disorders, including noise-induced deafness, sleep disorders, cardiovascular diseases, endocrine dis…