160 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- Homi Bhabha National InstituteIN13 papers
- Indian Institute of Technology GandhinagarIN12 papers
- Istituto Nazionale di Fisica Nucleare, Laboratori Nazionali del SudIT11 papers
- University of CataniaIT11 papers
- Indian Institute of Technology BombayIN9 papers
- Lanzhou UniversityCN9 papers
- National Institute of Science Education and ResearchIN9 papers
- Centre National de la Recherche ScientifiqueFR8 papers
- Variable Energy Cyclotron CentreIN7 papers
- Nanyang Technological UniversitySG6 papers
- Hong Kong University of Science and TechnologyHK5 papers
- Indian Institute of Technology IndoreIN5 papers
5 papers · 1 filter
()-Parametric Multi-Task Optimization: Joint Search in Solution and Infinite Task Spaces
Tingyang Wei, Jiao Liu, Abhishek Gupta +2
Multi-task optimization is typically characterized by a fixed and finite set of tasks. The present paper relaxes this condition by considering a non-fixed and potentially infinite…
Evolutionary Optimization of Physics-Informed Neural Networks: Evo-PINN Frontiers and Opportunities
Jian Cheng Wong, Abhishek Gupta, Chin Chun Ooi +3
Deep learning models trained on finite data lack a complete understanding of the physical world. On the other hand, physics-informed neural networks (PINNs) are infused with such k…
Machine Learning Driven Global Optimisation Framework for Analog Circuit Design
Ria Rashid, Komala Krishna, Clint Pazhayidam George +1
We propose a machine learning-driven optimisation framework for analog circuit design in this paper. The primary objective is to determine the device sizes for the optimal performa…
Evolutionary Optimization of Physics-Informed Neural Networks: Advancing Generalizability by the Baldwin Effect
Jian Cheng Wong, Chin Chun Ooi, Abhishek Gupta +4
Physics-informed neural networks (PINNs) are at the forefront of scientific machine learning, making possible the creation of machine intelligence that is cognizant of physical law…
Performance Evaluation of Evolutionary Algorithms for Analog Integrated Circuit Design Optimisation
Ria Rashid, Gopavaram Raghunath, Vasant Badugu +1
An automated sizing approach for analog circuits using evolutionary algorithms is presented in this paper. A targeted search of the search space has been implemented using a partic…