Job Description
The Wallenberg-NTU Postdoctoral Fellowship is to bring outstanding young researchers, who have graduated from a Swedish university, to NTU for two years of postdoctoral research and studies. The Postdoctoral Fellows are given the opportunity to participate in a broad range of interdisciplinary activities and programs that characterize NTU's approach to research and education. Key Responsibilities: The fellow in this research project is required to: Literature Review & Methodology Design:
Conduct a comprehensive review of state-of-the-art SSL techniques
Algorithm Development
Design and implement novel regularization strategies and loss functions that leverage entropy principles to improve the stability of SSL training loops.
Diffusion Model Integration:
Adapt and apply denoising diffusion probabilistic models (DDPMs) to the problem of manifold learning and data augmentation within the SSL pipeline.
Experimental Execution:
Design rigorous benchmarking protocols to te...
Conduct a comprehensive review of state-of-the-art SSL techniques
Algorithm Development
Design and implement novel regularization strategies and loss functions that leverage entropy principles to improve the stability of SSL training loops.
Diffusion Model Integration:
Adapt and apply denoising diffusion probabilistic models (DDPMs) to the problem of manifold learning and data augmentation within the SSL pipeline.
Experimental Execution:
Design rigorous benchmarking protocols to te...