3 numerical-optimization PhD scholarships in Australia

National Industry PhD Program Scholarship: Advancing Signal Modelling with Physics-Informed Neural Networks

University of Adelaide | Adelaide, South Australia | Australia | about 2 months ago

into neural networks. PINNs can model real-world signals with sparse, non-uniform, and noisy data. A key question is determining the optimal method for integrating physical priors into neural networks

Analytics for the Australian Grain Industry (AAGI) PhD Scholarships

University of Adelaide | Adelaide, South Australia | Australia | about 19 hours ago

to different control measures, allowing us to develop strategies for optimal application of barrier treatment.  This project is part of the national Analytics for the Australian Grains Industry (AAGI) initiative

2025 RTP round - Decoding the Learning Dynamics and Learnt Features of Deep Neural Networks: Towards Interpretable and Robust AI Systems.

Curtin University | Perth, Western Australia | Australia | 2 months ago

contributing to final layer predictions. • Objective 3: Non-convex Optimization and Local Minima -- Study the theoretical foundations and empirical behaviors of deep neural networks in the context of non-convex