Vivin Vinod

Postdoctoral Researcher in Machine Learning Methods
University of Wuppertal, Germany

I specialize in combining multifidelity data to generate low-cost high-accuracy ML models. In addition I work with active learning strategies that harness uncertainty quantification to reduce dataset redundancies. Application areas include simulating excited states in light harvesting complexes, and molecular potential energy surfaces. With a multi-disciplinary academic background spanning physics, economics, computer science, and quantum chemistry, I aim to explore interdisciplinary workflows bridging the fidelity gaps in sparse data regimes.

This is my webpage that records my research and career. Feel free to look around!

Vivin Vinod

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Research Interests

Collaboration Brainstormer

I am always keen to collaborate on pushing the frontiers of science together. Want to collaborate? Let AI brainstorm how my methods could accelerate research in your field.

Disclaimer:
Responses are generated by an LLM and are for exploration purposes only. Please verify accuracy and consult domain literature for research applications.

Popular Exploration Topics

โš›๏ธ Quantum Chemistry & Physics
๐Ÿงช Material Sciences & Drug Discovery
๐ŸŒ Earth Sciences & Beyond

Software Highlights

GitHub Profile โ†’
Dataset

QeMFi

TD-DFT multifidelity dataset of quantum chemical properties of diverse molecules, built to validate and benchmark high-accuracy, low-cost model performance.

Multifidelity Package

MFML-4-QC

Python package to perform numba compiled model-agnostic multifidelity machine learning for quantum chemical application.

Recent Publications

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Curriculum Vitae

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2025 โ€“ Present

Postdoctoral Researcher

University of Wuppertal | Wuppertal, Germany

2022 โ€“ 2025

Ph.D. in Computer Science

University of Wuppertal & Constructor University Bremen

2019 โ€“ 2021

M.S. in Economics

University of Pisa | Pisa, Italy

2016 โ€“ 2019

B.Sc. (Hons) in Physics

St. Stephen's College, Delhi University | New Delhi, India