AV-FOS: Transformer-Based Audio-Visual Multimodal Interaction Style Recognition for Children with Autism Using the Revised Family Observation Schedule 3rd Edition (FOS-R-III)

Information Science, Computer Science, Artificial Intelligence, Medicine, Pediatrics, Psychiatry, Clinical Psychology, Medical Imaging,
autism spectrum disorder   challenging behaviors   multimodal learning   self-supervised learning   video understanding   interaction style recognition   clinical observation  

1. Background: Clinical Challenges and Technological Prospects in Behavior Monitoring of Children with Autism Autism Spectrum Disorder (ASD, autism) is a lifelong neurodevelopmental disorder. In recent years, the prevalence of autism in the United States has risen rapidly, with current epidemiological data indicating that one in every 36 children i...

Multimodal Learning for Mapping Genotype–Phenotype Dynamics

Information Science, Computer Science, Artificial Intelligence, Medicine, Life Sciences, Cell Biology, Biochemistry, Bioengineering, Genetics,
multimodal learning   genotype-phenotype relationship   single-cell RNA sequencing   machine learning   cellular heterogeneity  

Multimodal Learning Reveals Genotype–Phenotype Dynamics Background The complex relationship between genotype and phenotype has long been a central question in biology. Genotype refers to the genetic information of an organism, while phenotype is the manifestation of this genetic information in a specific environment. Although Wilhelm Johannsen intr...

Robust Sequential Deepfake Detection

Information Science, Computer Science, Artificial Intelligence,
deepfake detection   sequential facial manipulation   multimodal learning   image-to-sequence task   robust detection  

Robust Sequential Deepfake Detection Academic Background With the rapid development of deep generative models (such as GANs), generating photorealistic facial images has become increasingly easy. However, the misuse of this technology has raised significant security concerns, particularly with the rise of Deepfake technology. Deepfake technology ca...