Ongoing Research Projects at XenReZ

ZenGrad: A Novel Gradient Descent Algorithm

  • Developed a novel optimization algorithm, "ZenGrad," aimed at enhancing convergence rates and reducing training time in deep learning models.
  • Demonstrated the robustness of ZenGrad across diverse datasets, outperforming traditional optimizers.

Logarithmic Linear Units (LogLUs): Activation Function

  • Introduced a new activation function to train deep neural networks for obtaining a generalized model.
  • Enhanced operational efficiency across diverse datasets, surpassing the performance of existing activation functions.

Small Molecule Drug-Target Interactions

  • Conducting research on drug-target interactions with innovative approaches to improve drug discovery and efficiency.

Applications in the Medical Field

  • Implementing innovative methodologies to enhance medical applications and healthcare solutions.