S. Dev

Machine learning methods trained on simple models can predict critical transitions in complex natural systems

This paper trains a deep neural network on simple models to predict critical transitions in complex systems, showing high reliability in detecting and classifying catastrophic vs. non-catastrophic transitions in real-world data.

Novel strategy for treating neurotropic viral infections using hypolipidemic drug Atorvastatin

This study investigates the antiviral effects of atorvastatin against Chandipura and Japanese Encephalitis viruses, showing reduced viral replication and neuronal damage through hnRNPC-dependent mechanisms.