Vinay Chakravarthi Gogineni

Hi, this is Vinay, Associate Professor from the Applied AI and Data Science Unit, University of Southern Denmark.

 Our research focuses on Foundational AI, Responsible AI, and Quantum AI, with applications in healthcare, the industrial Internet of Things, life sciences, and optics.

Within Foundational AI, we advance Deep Learning and its subfields, including Graph-based and Generative models, aiming to improve model efficiency, generalization, and handling multimodalities.

In Responsible AI, we develop privacy-preserving and trustworthy AI systems using Federated Learning to ensure data confidentiality while addressing challenges such as communication efficiency, heterogeneity, personalization, and security. We also develop Machine Unlearning methods that help AI comply with GDPR's Right to be Forgotten and the AI Act, while promoting fairness, transparency, and unbiased decision-making.

In Quantum AI, we develop novel quantum architectures that re-imagines and enables efficient implementation of classical AI models in the quantum domain.

Alongside our fundamental research, we develop AI-driven prediction and diagnostic systems for colorectal cancer, cardiovascular disease, cervical cancer, and dementia.

We are currently looking to connect with partners for upcoming Horizon Europe calls.