Human Aging
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Benchmarks
BIG-bench
Most implemented
Scaling Language Models: Methods, Analysis & Insights from Training Gopher
Lifespan Age Transformation Synthesis
TimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models
Modelling disease impact: lifespan reduction is greatest for young adults in an exogenous damage model of disease
Early life imprints the hierarchy of T cell clone sizes
Inferring Multidimensional Rates of Aging from Cross-Sectional Data
Papers
Trajectory Inference of Human Aging from Cross-Sectional DNA Methylation Data
DNA methylation (DNAm) serves as one of the most robust molecular biomarkers of biological aging. While conventional epigenetic clocks accurately predict chronological age from high-dimensional CpG profiles, they treat a…
Human AgingPan-FM: A Pan-Organ Foundation Model with Saliency-Guided Masking for Missing Robustness
Foundation models (FMs) have shown great promise in medical imaging, but most FMs are trained on unimodal data within isolated domains, such as brain MRI alone. Human aging and disease arise through coordinated biologica…
Self-Supervised LearningRepresentation LearningHuman AgingPhenome-Wide Multi-Omics Integration Uncovers Distinct Archetypes of Human Aging
Aging is a highly complex and heterogeneous process that progresses at different rates across individuals, making biological age (BA) a more accurate indicator of physiological decline than chronological age. While previ…
Human AgingTimeCausality: Evaluating the Causal Ability in Time Dimension for Vision Language Models
Reasoning about temporal causality, particularly irreversible transformations of objects governed by real-world knowledge (e.g., fruit decay and human aging), is a fundamental aspect of human visual understanding. Unlike…
Human AgingQuestion AnsweringVisual Question AnsweringWorld KnowledgeThe Aging Metabolite Database with Summary Statistics
Thousands of metabolomic papers are published each year, creating challenges for scientists to combine results and yield conclusions that span across studies. Literature databases such as the Human Metabolome Database pr…
Human AgingSynthetic Face Ageing: Evaluation, Analysis and Facilitation of Age-Robust Facial Recognition Algorithms
The ability to accurately recognize an individual's face with respect to human aging factor holds significant importance for various private as well as government sectors such as customs and public security bureaus, pass…
Age-Invariant Face RecognitionFace RecognitionHuman Aging