I am Mamta Saini, a Scientific Machine Learning Engineer at Zenteiq.ai, incubated at IISc Bangalore. I completed my Master’s degree in Mathematics from NIT Kurukshetra in 2025. My research focus lies at the intersection of Scientific Machine Learning (SciML) and Differential Equations, with a particular emphasis on Physics-Informed Neural Networks (PINNs) and Neural Operators.

I am passionate about building robust and scalable neural PDE solvers. My work involves developing advanced architectures like the Latent Reciprocity Network (LRN) and the PINTO-G framework, which integrates transformer-based attention with geometry-informed reasoning. I have extensive experience in modeling complex physical systems including Navier–Stokes and Burgers' equations.

Beyond research, I enjoy exploring my creative and physical interests. My hobbies include:

  • Cycling
  • Cooking
  • Sketching