Genetics

Latest AI and machine learning research in genetics for healthcare professionals.

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Application of Computer Vision Tools to Maize Genomic Data for Trait Prediction and Gene Discovery

Artificial intelligence and machine learning for computer vision (CV) and image recognition is a rapidly evolving field with multiple potential applications in plant genomics. While CV has been widely adopted by the research community for plant phenotyping and disease surveillance, applications of CV tools to plant genome analysis are underrepresented. CV tools may complement traditional statistic...

JetViT: Efficient High-Resolution Vision Transformer with Post-Training Attention Search

We introduce JetViT, a novel family of hybrid-architecture Vision Transformer (ViT) models that match the accuracy of state-of-the-art full-attention vision foundation models while achieving substantially higher inference efficiency on high-resolution images. At the core of our approach is Post-Training Attention Search, a post-training acceleration framework that converts pre-trained full-attenti...

May 26 2026 2605.26636v1
JLT: Clean-Latent Prediction in Latent Diffusion Transformers

Flow matching with clean-data prediction has shown that regressing the clean point can exploit low-dimensional structure more effectively than predict...

May 26 2026 2605.27102v1
OryzaG3: A Single-species Genomic Foundation Model Pretrained on Rice Pangenome

While multi-species genomic language models have advanced biological representation learning, high-quality, single-species foundation models for crops...

When Rule Violations Are Rare: Chimera Training for Logical Anomaly Detection

Many practical anomalies are not merely rare inputs, but violations of semantic constraints: objects co-occur in structured ways, actions imply precon...

May 25 2026 2605.26171v1
Interpreting the WaveSeekerNet model to reveal the evolution and biology of influenza A virus

Background Influenza A virus (IAV) is a major public health burden, causing seasonal epidemics and occasional pandemics. Its transmission from avian s...

Genomic Diagnostics for Drug-Resistant Mycobacterium tuberculosis: Computational Prediction of Antimicrobial Resistance

Tuberculosis remains a leading cause of infectious disease mortality, and the continued emergence of drug-resistant Mycobacterium tuberculosis strains...

Chromatin accessibility of primary cancers informs regional mutagenesis in metastases through multi-scale deep learning

Tissue-specific chromatin states shape regional mutation density in primary tumors, but whether this relationship persists in metastases is unclear. W...

Carbon: Decoding the Language of Life

Genomic foundation models have emerged alongside the rapid progress of large language models, offering a promising framework for learning general-purp...

Dual-Pathway Geometry-Aware MLLM for Spatial Intelligence

Spatial understanding of the physical world from 2D visual inputs hinges on two complementary forms of geometric knowledge: holistic 3D structural per...

May 25 2026 2605.25334v1
Helix4D: Complex 4D Mesh Generation

Current video-to-4D methods struggle with complex topology changes, transparent materials, thin structures, and inner surfaces. We present Helix4D, a ...

May 25 2026 2605.26109v1
Multimodal MRI and Machine Learning Uncovers Distinct Progression Patterns in Friedreich Ataxia

Background Friedreich ataxia (FRDA) is a rare neurodegenerative disorder with substantial heterogeneity in clinical presentation and progression, comp...

Artificial Intelligence-Based Chatbots in Genetic Counseling Practice: Current Uptake, Utilization, and Perspectives

AI-driven chatbots have been utilized in healthcare to automate administrative tasks, improve patient education, and expand access to medical informat...

A machine learning framework for interpreting phylogenetic tree patterns in interkingdom horizontal gene transfer

Horizontal gene transfer (HGT), the movement of genetic material between unrelated organisms, is widely recognized as an important driver of genome ev...

Genos-m: a foundation model for human-associated microbial genomes

Human-associated microbial genomes encode extensive strain-level diversity and niche-specific gene repertoires that are critical to host health. Howev...

OpenSplice: the impact of half a million mutations on the alternative splicing of 600 human exons

Alternative splicing of mRNA precursors is an important step in gene regulation and a major mechanism by which genetic variants cause human disease. H...

Estimating bone marrow adiposity from head MRI and identifying its genetic architecture

Bone marrow adiposity changes radically through the lifespan, but this phenomenon is poorly characterised and understood in humans. Large datasets of ...

Integrated Machine Learning-PanGWAS Reveals Chromosome-Encoded Persistence Networks and Plasmid Plasticity in Recurrent Urinary Tract Infection in Escherichia coli

Background: Recurrent urinary tract infections(rUTI) represent a major clinical challenge due to persistent clinical symptoms, repeated antibiotic exp...

Genetic architecture of high-dimensional liver radiomic phenotypes and their role in common metabolic diseases

The liver plays a central role in systemic metabolism, yet large-scale genetic studies of quantitative liver imaging phenotypes remain limited. Here, ...

Task-Parametrized Dynamics: Representation of Time and Decisions in Recurrent Neural Networks

How do recurrent neural networks (RNNs) internally represent elapsed time to initiate responses after learned delays? To address this question, we tra...

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