Public Health & Policy

Work Force

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

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Prune Redundancy, Preserve Essence: Vision Token Compression in VLMs via Synergistic Importance-Diversity

Vision-language models (VLMs) face significant computational inefficiencies caused by excessive gene...

FOMO-3D: Using Vision Foundation Models for Long-Tailed 3D Object Detection

In order to navigate complex traffic environments, self-driving vehicles must recognize many semanti...

Cultryx: Precision Diagnostic Stewardship for Blood Cultures Using Machine Learning

Background: The 2024 blood culture bottle shortage brought diagnostic resource allocation to the for...

High Diversity Gene Libraries Facilitate Machine Learning Guided Exploration of Fluorescent Protein Sequence Space

While protein language models (PLMs) have shown great promise for protein design, their performance ...

UltraStar: Semantic-Aware Star Graph Modeling for Echocardiography Navigation

Echocardiography is critical for diagnosing cardiovascular diseases, yet the shortage of skilled son...

AgilePruner: An Empirical Study of Attention and Diversity for Adaptive Visual Token Pruning in Large Vision-Language Models

Large Vision-Language Models (LVLMs) have adopted visual token pruning strategies to mitigate substa...

ColoDiff: Integrating Dynamic Consistency With Content Awareness for Colonoscopy Video Generation

Colonoscopy video generation delivers dynamic, information-rich data critical for diagnosing intesti...

ManifoldGD: Training-Free Hierarchical Manifold Guidance for Diffusion-Based Dataset Distillation

In recent times, large datasets hinder efficient model training while also containing redundant conc...

GeoDiv: Framework For Measuring Geographical Diversity In Text-To-Image Models

Text-to-image (T2I) models are rapidly gaining popularity, yet their outputs often lack geographical...

Shared Nature, Unique Nurture: PRISM for Pluralistic Reasoning via In-context Structure Modeling

Large Language Models (LLMs) are converging towards a singular Artificial Hivemind, where shared Nat...

Evaluating the AI Potential as a Safety Net for Diagnosis: A Novel Benchmark of Large Language Models in Correcting Diagnostic Errors

Background: Diagnostic errors are a leading cause of preventable patient harm, often occurring durin...

Impact of an ambient digital scribe on typing and note quality: the AutoscriberValidate study

Background: Typing in the electronic health record (EHR) takes up healthcare providers' time and cog...

Randomized Trial Protocol: Epic Generative AI Chart Summarization Tool to Reduce Ambulatory Provider Cognitive Task Load

Background: EHR documentation and chart review contribute to clinician workload and burnout. To alle...

GASS: Geometry-Aware Spherical Sampling for Disentangled Diversity Enhancement in Text-to-Image Generation

Despite high semantic alignment, modern text-to-image (T2I) generative models still struggle to synt...

Are Object-Centric Representations Better At Compositional Generalization?

Compositional generalization, the ability to reason about novel combinations of familiar concepts, i...

Phylogenetic estimation of diversity-dependent biogeographic rates using deep learning

Ecological theory predicts that local species richness can influence biogeographic rates of speciati...

Accelerating Large-Scale Dataset Distillation via Exploration-Exploitation Optimization

Dataset distillation compresses the original data into compact synthetic datasets, reducing training...

Consistency-Preserving Diverse Video Generation

Text-to-video generation is expensive, so only a few samples are typically produced per prompt. In t...

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