Public Health & Policy

Work Force

Latest AI and machine learning research in work force for healthcare professionals.

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Data Heterogeneity Modeling for Trustworthy Machine Learning

Data heterogeneity plays a pivotal role in determining the performance of machine learning (ML) sy...

Combining Deep Data-Driven and Physics-Inspired Learning for Shear Wave Speed Estimation in Ultrasound Elastography.

The shear wave elastography (SWE) provides quantitative markers for tissue characterization by measu...

Jun 2025 40238602
Diagnostic Stewardship of Blood Cultures in the Pediatric ICU Using Machine Learning.

OBJECTIVE: The medical community recently experienced a severe shortage of blood culture media bottl...

Jun 2025 40398877
Artificial Intelligence in the Clinic: Creating Harmony or Just Adding Noise?

Although still limited, the integration of artificial intelligence (AI) in health care has rapidly e...

Jun 2025 40397845
Enhancing robustness and generalization in microbiological few-shot detection through synthetic data generation and contrastive learning.

In many medical and pharmaceutical processes, continuous hygiene monitoring is crucial, often involv...

Jun 2025 40253923
The ethics of autonomous neurosurgical robots (ANRs).

It may only be a handful of years before fully autonomous neurosurgical robots (ANRs) are pushed int...

Jun 2025 39497482
SHARE: An SLM-based Hierarchical Action CorREction Assistant for Text-to-SQL

Current self-correction approaches in text-to-SQL face two critical limitations: 1) Conventional s...

TumorGen: Boundary-Aware Tumor-Mask Synthesis with Rectified Flow Matching

Tumor data synthesis offers a promising solution to the shortage of annotated medical datasets. Ho...

Bridging the Gap: Enhancing Digital Accessibility for Medicaid Populations in Telehealth Adoption

The swift evolution of telehealth has revolutionized how medical professionals deliver healthcare ...

Can LLMs Deceive CLIP? Benchmarking Adversarial Compositionality of Pre-trained Multimodal Representation via Text Updates

While pre-trained multimodal representations (e.g., CLIP) have shown impressive capabilities, they...

ImageReFL: Balancing Quality and Diversity in Human-Aligned Diffusion Models

Recent advances in diffusion models have led to impressive image generation capabilities, but alig...

Towards Robust Assessment of Pathological Voices via Combined Low-Level Descriptors and Foundation Model Representations

Perceptual voice quality assessment is essential for diagnosing and monitoring voice disorders by ...

Conditional Diffusion Models with Classifier-Free Gibbs-like Guidance

Classifier-Free Guidance (CFG) is a widely used technique for improving conditional diffusion mode...

Enhancing Transformation from Natural Language to Signal Temporal Logic Using LLMs with Diverse External Knowledge

Temporal Logic (TL), especially Signal Temporal Logic (STL), enables precise formal specification,...

It's Not Just Labeling -- A Research on LLM Generated Feedback Interpretability and Image Labeling Sketch Features

The quality of training data is critical to the performance of machine learning applications in do...

Force Prompting: Video Generation Models Can Learn and Generalize Physics-based Control Signals

Recent advances in video generation models have sparked interest in world models capable of simula...

MoMBS: Mixed-order minibatch sampling enhances model training from diverse-quality images

Natural images exhibit label diversity (clean vs. noisy) in noisy-labeled image classification and...

Improved Immiscible Diffusion: Accelerate Diffusion Training by Reducing Its Miscibility

The substantial training cost of diffusion models hinders their deployment. Immiscible Diffusion r...

Accelerating Learned Image Compression Through Modeling Neural Training Dynamics

As learned image compression (LIC) methods become increasingly computationally demanding, enhancin...

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