ChemGuide: A Chemistry-Inspired Diffusion Model with Non-Differentiable Guidance

Start Date:

  • Developed an equivariant diffusion model that integrates guidance from a non-differentiable quantum chemistry oracle.
  • Implemented novel gradient estimation techniques using zeroth-order optimization and bilevel optimization.
  • Outperformed existing methods in generating molecules with desired properties while enhancing stability.